💬┊general

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[compact magnet]

Hi, I am Utsav from India but work in Singapore as Senior Backend Engineer in Coupang

[novel ginkgo]

Hi everyone I am Muhammad from Pakistan. Looking forward to work with you

[tough swallow]

Hii everyone!! Swapnil this side from India. Happy to join here 😃

[half walrus]

Hello Everyone, This is Aditya from India . Looking forward for the course

[shy inlet]

Thank you @half thorn 👍

[worn sluice]

Hello everyone, I am Omer from Turkey. Looking for the improve my experience here.

[radiant ruin]

Hello All, I am Regu from Canada. Looking forward to working with you!

[tawdry canopy]

Hello all, I am Salome Kyalo from Kenya. looking forward to enjoying this experience

Hello, It is Vu Bui from Vietnam. Looking forward to work with you

[rough pike]

helllo balu this is jagadeesh from india andhra pradesh

[brazen hill]

Hello, I am Dasol (David) Lim from Canada. I'm looking forward to work with you!!

[hollow kelp]

Hi All, this is Pranav from Bengaluru (India)

[hollow ore]

hi guys! this is prasanna from India

[wanton tiger]

Hello, my name is Sara and I am in Australia.

[lime gazelle]

Hello, I am Tadesse from Ethiopia

I am a Junior AI/ML Engineer

[prisma fossil]

Hello Everyone, I'm Ganesh from India.

[topaz cradle]

Hi, I'm Sanat from Bengaluru (India)

[past bramble]

Hello everyone, I'm Deepak from India and I'm a ML engineer

[fluid prairie]

Hello everyone ! I'm Kumar Satyam from India

[faint gull]

Hello everyone, I am Yasir from Pakistan

[cedar grail]

Hello everyone, I´m William from Colombia, las mejores para todos

[tiny tree]

Hello everyone, I'm Saunak from US. I'm a PhD candidate and a GenAI enthusiast! See you all at the event!

[wicked berry]

Hello everyone, I'm Rohit from INDIA

[river vault]

Hi , I am Nupur from India , learning data science and exploring GenAI.

[winged burrow]

Hello! I'm Adrian from Mexico 🇲🇽 🧡

[tiny plover]

Hello, I am Karan Yadav from Pune, India

[ripe gust]

Hello everyone, I'm Shelson from India, but currently in Canada. I'm looking forward to work with you!!

[slate frigate]

Hello im from Mauritius, Kevin here.

[scarlet vortex]

Hello, I am from Canada

[torn abyss]

Hello, Muhammad Muntazir Mehdi from Pakistan.

[brisk trellis]

Hello everyone, I am from USA.

[lilac tinsel]

Hello everyone, I am Divya from India

[cerulean trellis]

[oak oak]

Hello Everyone, Iam Shanthi from India

[marsh moss]

Hi everyone, I am from Nepal

[peak birch]

Hello everyone, I am Girish Sonune from India. 👋🏻

[nocturne mason]

Hi,Bhanu from India

[teal pelican]

Hi, Vishnu GP from INDIA

[remote canyon]

Hello everyone i am Sadanand from Bengaluru , India

[trail gale]

Hi, I am Ewards from India.

[olive rampart]

hi,I am Hafeeza Zulfiqar from Pakistan

[grave swan]

Hi everyone! I'm Kim from Korea

[stoic summit]

hi everyone, im beni from indonesia

[spring saddle]

Hello! Hope I can find some guide here because I'm starting in the AI stuff

[daring fern]

heyy guys excited to attend the course today !

[sour cradle]

Hello I'm Wilson from Ghana

[rain mist]

Hello I'm from India

[weary nebula]

Hello from USA

[unkempt prism]

Hello. I'm Aruna from India. Excited to be here. Thanks for this opportunity.

[real agate]

Hello I am from India

[idle socket]

Hello, I'm Mahfuz from Bangladesh

[short wedge]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[keen orchid]

Top of the morning to you all. I'm Raj from India !!

[primal matrix]

Hello everyone, I am Abhijit from India

[signal moon]

Good morning, I'm Rob from the Netherlands. This seems to be a good opportunity to learn new things!

[pine crystal]

Hi there, Chris from Ghana here 👋

[modest sandal]

Hi, I am Bisola Sonde. you can call me Ola, Looking to become an ai/ml Enthusiast!!

[bronze jackal]

David from Nigeria

[teal terrace]

hello. this is tripti goyal from india

[opaque spear]

Hello everyone, I am Bhuvaneswari from India

[willow wren]

Hi, i got "too many requests" when trying to verify phone, so cannot proceed.

[subtle granite]

Krish from India

[bitter leaf]

Hi all! I am Christina. It nice to e-meet y'all!

[slate trench]

HI all, Jawad here. Nice to meet all the Kagglers

[zinc sail]

Hello everyone. This is Mallika from India.

[summer blade]

Hello everyone. Amit Jain from India

[tired elk]

Hello everyone. I am Tinsae from Ethiopia. I am here to learn everything I can.

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[iron orchid]

HI everyone! Madhu - transitioning into AI full-time after dabbling in AI in non-tech non-IT roles.

[vagrant yew]

Hello, Nela here, greetings from Croatia!

[narrow sparrow]

Hi, I am Dhananjay Varma from India.

[wicked berry]

Hello Everyone, Shuko from India , nice to meet you all.

[fast stratus]

Hi, I'm Padmini from India. I hope to learn and grow alongside this community!

[swift vault]

Hello, I am Niharika Tripathi from India.

[fleet nymph]

Hi, I am Praveen from India.

[barren hill]

Hi, I am Revanth from India.

[tardy pier]

Hello All, I am Benson from Kenya.

[deft night]

Hello All, I am João from Brasil, nice to meet you all.

[gentle jackal]

Hi, I'm Evan from Jakarta

[bold jacinth]

hello I'm Cyrille from Georgia USA

[wraith karma]

Hello I am Sonali Koranne from India

[edgy iron]

Hello I am mervat from Egypt

[drowsy condor]

Hello I am Emmanuel from Nigeria

[fair skiff]

Hello I am Sourav from India

[stable fossil]

Hi! Alex from Sao Paulo, Brasil

[naive apex]

Hi! I'm Fahad Rashid (FadingDarkness) from Pakistan, Lahore

[sudden inlet]

Hi Everyone, Keum-Hong,Lim from New Zealand

[vague estuary]

Hi !!! I'm Ashirbad from India

[icy gust]

Hello, I'm Mayte form Spain

[crystal iron]

Hello~ I'm Dan from Taiwan

[steep anvil]

Vicky from Greece

[granite fern]

Hello everyone, I'm Oyeyemi Dare from 🇳🇬

[errant hare]

Hello everyone, I'm Mariam Raza from Pakistan

[solid sparrow]

hello, I'm Jime from Argentina!

[devout hawk]

Hello. I am sudhir from India.

[vocal sapphire]

Hey everyone I'm Michael Sawyer from South Carolina but currently living in South Korea

[wary jungle]

hello I'm Yobu from Rwanda

[tropic tinsel]

Hello! Everyone . This is Tanvi from India

[lethal glen]

Hi, I am Suman. Greetings from Nepal

[tough dock]

Hello Everyone, Pranav here from India.

[marsh tusk]

Hey All, Abhishek here from Ireland

[south sable]

Hi all

Aditya here, from Kerala, India

[stark acorn]

Hi Maxash from Australia

[short wedge]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[wicked berry]

Hello, I'm Oscar from Colombia but currently living in Italy. I'm a data analyst and junior data scientist... I'm excited for this course!!

[fiery quartz]

Hi all,
I am Sina
Nice to meet you all

[haughty pine]

I am Kennedy from Ghana

[gritty mist]

Hello, I am Harshit from India

[haughty pine]

Nice to meet you all

[unreal wasp]

I am Pawan fron Bay area

[sand zealot]

Hi. I am Dr. Swapna Nikale from India. I am a researcher and a voracious reader. I have designed a Udemy course named "Adversarial Machine Learning". I also have two YouTube channels, one for sharing book reviews and another for sharing info about Computer Science. My area of specialization is Artificial Intelligence and Cyber Security.

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[pure jetty]

Hi! I'm Tristan Vanrullen, researcher in Natural Language Processing, specialized in symbolic NLP formalisms, graph theory and computer reasoning. Also AI engineer with a recent data-science certification. I'm very interested in business applications and AI use cases for companies/organizations. I'm eager to progress on Kaggle and share with people. Have a nice day!

[solid knoll]

Hi everyone, I'm Sharon! I'm a senior data engineer with a passion for continuous learning and exploring new technologies.Nice to meet you all!

[tired wren]

Hi ! I am Parth Sarthi Sharma from Australia, I am a Lead Engineer having expertise in Cloud Native Solution Architecture, DevSecOps and Automation. I am exploring AL/ML to grow my horizon in professional career.

[cursive wigeon]

hello all I'm Rahul researcher from Tamilnadu india doing research in NLP USING DEEP LEARNING CONCEPT

[proven marten]

Hi everyone, I'mRohit Rathore ! I'm a senior Consultant AI with a passion for continuous learning and exploring new technologies.Nice to meet you all!

[lament pagoda]

Hi, I am Saagara from India.

[remote knoll]

Hello everyone, am RK. Here to learn and explore about AI.

[willow fractal]

Hello, I am Stepan, a Russian living in Lecce, Italy.

[sharp copper]

Hi Everyone, I am Antonio, based in Madrid and excited about this learning opportunity!

[unique hare]

Hi, I'm Harish worked as an NLP engineer from tamilnadu, India. Here to get to know more about GenAI and make use of this learning opportunity

[molten quarry]

Hi Everyone, I'm Ricardo, based on Bogotá, Colombia

[meager imp]

HI, I am Sunny Kumar a freshman here to learn.

[real flax]

HI, I am Abdullah I want to join any team to particapte in kaggle competions

[lavish shell]

I am Prakash from Tamil Nadu-India , Application architect in modernization - Exploring AI /ML

[sonic lichen]

Hi all, my name is Jose and I'm from Venezuela

[serene siren]

Hi all, this is Sara from Lebanon, middle-east

[restive niche]

Hi! Cori from Florida

[faint berry]

Hi all, I'm Anish from Melbourne! Gooday maties!

[rustic heron]

Hi ! Ranjan from Singapore

Hi ! Ranjan from Singapore

[frank vale]

Hi everybody, I am Diego from Pescara (Italy)

[short lichen]

Hello everyone, this is Chaima from Tunisia, North Africa. Good to know all of you!

[dreamy heron]

Hii Everyone, I am shivam kumar from New Delhi

[shrewd prism]

Hi everyone! I'm Shaik Zainab from Hyderabad,India. I have a foundational understanding of machine learning, and I’ve served as an Artificial Intelligence Co-Lead at my college’s Google Developer Student Club (GDSC). I’m excited to connect and learn from the community here!

[wet perch]

Hi everyone, I am Swati Deval from Mumbai

[still mulch]

Hi I am Lichou from Belgium. I practiced Machine Learning and had my own team long time ago and am now working as AI architect. Happy to be able to go back to the ground to update myself.

[gilded fractal]

Hi, I am Parth from Houston, TX, nice to be here!

[limpid moon]

Hello! I am Samrajnee from India

[dense furnace]

Hi everyone, I'm Yani from Malaysia!

[woeful coral]

Hi ! I'm GunHyun from South Korea!

[wooden oyster]

Hi everyone! i'm Nico, from Argentina

[earnest wyvern]

idalmis from Miami USA

[raw grail]

Hi !! I am Hari Prashand from India

[tranquil wing]

Hi, I am Santhosh from Tampa, USA

[amber flame]

I am Lei from Belgium

[sly python]

Hi, I am Samson Salvation, I am a data Analyst and ML developer looking for exciting new opportunities to apply my data skills.

[runic vigil]

Hi, I'm Lance from Mississippi, USA.

[warm elm]

Hi Everyone! I'm Aleksandra from Sochi, Russia

[midnight tapir]

Hey I'm Karteek from India

[opaque sparrow]

Hello, I am Lee from England. Started my ML life on a green screen a long time ago. It was slow 🦥

[oblique river]

Hi, I'm Pedro and I am based in Lisbon, Portugal.
I am an experienced product manager and I am currently exploring artificial intelligence while I search for my next role.

[topaz wyvern]

Hi Everyone! I'm Adalberto from Uberland (Uberlândia), Brazil

[pine estuary]

Hello! I am Morsalin From Bangladesh.

[agile ferry]

waw Great Mam!

[stiff smelt]

Hello Everybody, I am full stack developer working from Hyderabad, India. Excited to be here! 🙂

[tame thicket]

Ahoy there folks. Freelance Data Analyst in Alameda California.

[dark abyss]

Hello i'm kingsley a Data scientist and a machine learning enginner . In Togo 🇹🇬 I'm really glad to be be part of you guys

[raven kraken]

Good Morning from Massachusetts, USA. Excited to be here!

[tall condor]

Hello, Everyone. My name is Gergely, and I am a bioinformatics team lead in Budapest, Hungary. 🙂

[amber matrix]

Hi everyone, Erick here from Nairobi, Kenya.

[gleaming moss]

Hello everyone, My name is Tesfamichael from Ethiopia. nice meeting you.

[hexed hill]

Hello everyone from Amsterdam NL

[pastel axle]

Hello Everyone, My Name Is Durgesh Kumar from India.

[covert thorn]

Hello. I am Philip

[fresh tangle]

Hello! I am Amy.

[vagrant hinge]

Hey, I'm Maheshi from Sri Lanka

[vestal junco]

Hi. I am Nisarg from India

[quiet terrace]

Howdy from Virginia!

[feral field]

Hello everyone, Utkarsh here from India !!🤘

[sly barn]

Hi there! Greetings from the beautiful (and flat) NL!

[zealous kernel]

Hi there! Bahareh from Stockholm here!

[soft lava]

Hi All, Andrew from New Zealand

[quaint mural]

Hi, Alain from Antwerp, Belgium here!

[desert viper]

Hi, Fizz from Tennessee!

[ocean dock]

Hi all, Pallavi from Stockholm

[hardy cedar]

hi everyone, my name is benjamin, from UK, Mansfield, student (MSc AI) at Nottingham Trent University.

[muted halo]

Hello, Venkatesh from Bengaluru!

[thick knoll]

Hi, Kiruthika from India

[sacred basin]

Hi Rich from USA!

[grave wharf]

Hii everyone !! I am Anamika from India

[fallow fox]

Hi everyone! I am Ankita from India

[light shadow]

Hello Everyone, I'm Favour from Nigeria

[wanton cosmos]

Hello Everyone! I am Braca from Brazil !

[blazing robin]

Hello

[tiny dagger]

Hi I am a geologist and data scientist

[waxen ember]

Hello everyone, I'm Arwen from Taiwan

[clever quartz]

Hi Everyone, I'm Ananya from India

[analog mortar]

Hey y'all - iain from London UK 🙂

[rigid shale]

Hi, from Netherlands

[devout sparrow]

Hello every one, I am Talha from Saudi Arabia, I am working as a Biomedical Engineer and very much passionate to infuse AI and ML in Healthcare.

[candid pumice]

Hi, I am Martin from Germany

[paper hare]

Hello Everyone, I am Namrata from India

[noble lark]

Hi Everyone, i'm Dhruv Chaubey , a recent MS graduate from NJIT

[shadow temple]

Hello every one I am Shabbir Ahmad from Pakistan

[sonic sluice]

Hey it's Alo from China

[void hazel]

Hello it's Joan from Perú! Good morning everyone!

[charred horizon]

Hello Everyone, I am Femina from United Arab Emirates

[vapid delta]

HI Everybody! I am Tapan from India

[warped lintel]

Good Morning from Boston MA, USA! Excited to be here

[lucid pelican]

Hello, I am Eszti from Budapest, studying AI

[orchid eagle]

Hello, Prakash here .from Singapore

[eager remnant]

Hi, this is Mario, I'm from Canada. I specialize in AI and ML for Workforce management.

[plain totem]

Namaste. Harsiddhi, a student pursuing Data Science. from India.

[worldly briar]

Hi, I'm a 73 year old transgender woman living in a large midwestern city and have had a lifelong interest in STEM. I'm cofounder of the starup ChemOracle with Frank Stawicki and am enrolled in graduate school in computer science.

[agile ferry]

great! Age is just a number !

[worldly briar]

Actually I'm proud of the number!

[agile ferry]

waw great!

[agile ferry]

your startup is about?

[gusty hollow]

Hello Everybody! I'm from Vietnam and I'm working as a product manager. Nice to meet you all!

[agile ferry]

any parttime internship for master student(me) pursing operational research and have bachelor degree in cs

[remote trellis]

10 year old IT experienced, majorly as QA peofessional.

[idle abyss]

hi i am abhishek srivastava from india and i am a student persuing degree in computer application

[versed crater]

Hello, my name is Mohamed Ashkan. I am a recent graduate with a B.Sc. (Hons) in Software Engineering and currently working as a Software Engineer at Nodelynx

[twilit badge]

hi! I'm Abdelbaki from Tunisia, I'm 28, I currently work as a primary schools teacher, and because I love the field of technology and i have a dream to work in this field, I continued my studies, as I am now in the graduation year of a degree in developing technological systems, and I am now working on my graduation project, which will be in the field of ai

[gusty peak]

Hi, this is Miguel Angel. I am a MSc in Data Science from Spain. Nice to be here!

[stuck flicker]

https://www.kaggle.com/code/junpitosalim/msft-predictive-analisys

can anyone tell me what wrong in my processed for my model, I can't do predictive with that

[trail gorge]

Hi I am Aaron from USA. EE in SE. Mucho Gusto.

[tall niche]

Hi, my name is Vivian, and I aspire to be a data scientist or Analyst. I am currently a scrum master in the United States, but I want to switch to a data role. I am looking at getting a master's degree in any data-related field, and I hope my company will sponsor this as I am not in a good financial place to do that on my own. Please, if anyone has any ideas on the best possible path to get me started, I would appreciate that. Thanks!

[lavish needle]

Hi everyone, I'm Rahul From University at buffalo, I work as AI/ML engineer

[fervent marlin]

Impressive. Keep it on.

[normal elk]

Hi this is R, interested in AIML

[untold grail]

Milan here from Chicago, working in data with AWS, looking ot learn with all of you!

[wooden shale]

Hi everyone, this is Tahreem Arif from Pakistan. I have a bachelors in CS and I am currently pursuing a masters in Data Science, at the Stevens Institute of Technology, NJ, USA. Looking forward to learning with you all!!

[quasi tartan]

hi im siddhartha i like to learn about LLMs

[storm kiln]

Hi everyone, Marco here. from Los Angeles. Bachelor's in Economics, minor in Math, and Google Data Analytics Certificate Graduate. Looking forward to meeting many data scientists on here!

[sinful thunder]

Hello all. Mike from Omaha, NE, USA. Looking forward to meeting you all and learning more about LLMs and Gen AI to further my career.

[final canyon]

Hi happy to be here

[wary flame]

Hi Everyone! Nadini here, from Toronto, Canada

[mystic girder]

Hi Everyone! This is Devangana from India. Looking forward to meet many people with similar interests and learn from all of you!

[limber lynx]

Hi everyone ,I'm Adithya from India .

[tawny tendon]

Hi Everyone, Aishwarya here from Seattle. Let's learn and thrive together

[marsh roost]

Hi behram from India Mumbai.
Im from the VFX industry approx 25+ years. I helped set the virtual production technology for a Bollywood film called Adipurush.
I love to learn and expand my understanding of technology. Currently helped set up a high end vfx school www.incube8.com

[trim lynx]

Hi everyone, Sila from UK.

[leaden rampart]

Hello Everyone , I am Shreyash from India

[hot warren]

Hello from California, USA

[modest agate]

Hello Everyone, I am Nay Lin from Myanmar

[turbid slate]

Hi this is Atul Nag from India

[pallid grove]

Hi everyone.
I'm Abhishek Vijayan from Kozhikode (Kerala, India)

[formal mountain]

hello

[unborn forge]

Hello from Pakistan

[snow cosmos]

Hello there!

[hollow sundial]

guys, can i get hired just by doing kaggle competitions ?

[pine crystal]

Hi Everyone, This is Kushagra from India

[rustic yarrow]

Hi this is Liwen from Shanghai. I'm a student in math and data science

[amber sundial]

Hi every one, this is omar adel from egypt

[wise sand]

Hii guys, i am Satyam from India. I am learning software development right now. Looking forward to learning a lot here with you guys.

[hollow sparrow]

Hi Saurabh from India

[ember wasp]

Hi Gino from Colombia

[merry meadow]

Hello everyone! This is Ravi from Atlanta.

[vale swan]

Hi all, hope you're all doing good! I'm Mohamed Salman from Bangalore, India. Work as a software engineer and like to learn more about Data related stuffs like data science.

[half mural]

Hello everyone! I'm Saantala Suresh from India. I'm a student with a keen interest in learning more about data-related topics, particularly in the field of data science. Looking forward to expanding my knowledge and skills in this exciting area!

[faint gyro]

Hi, All.

Watching the Kaggle Whitepaper Companion Podcast now.

I was also excited about the possibility and I was doing something similar last month. I made this video :

AI Generated Podcast: Can LLMs Really Reason? | Generative AI Video Labs

• https://www.youtube.com/watch?v=5NNGhpI3qt0

During that, I struggled with generating Audio Waveform for the Voice. I ended up generating the waveform manually. Can you suggest any good reliable, fully offline Python Library that accepts a video/ audio as input and generates Waveform (Something similar to MoviePy). I would like to test an improved workflow.

[deep cove]

hi

[ionic pier]

https://www.kaggle.com/jeannettemv, she/her/ella. Here to learn LLM as much as possible. Started a new role as a product development manager and exploring with pilot program projects to see what works and what doesn't for the current organziation that I'm working with. Hoping these discussions and assignments help me understand how we can further explore GenAI and make it work for me to develop new skills.

[gentle leaf]

Hii everyone, Aditya here......I am a beginner to the field.....here to explore and learn

[stark forge]

hiii

[still tapir]

hii everyone Piyush here

[sharp jasper]

Cheers... I'm here to learn daily about LLM's and etc. looking forward to sharing ideas

[stoic siren]

Hello everyone, I'm interested in learning more about Data Science, I recently completed the Coursera Google Analytics for Professionals course. I now want to move onto Statistics and Machine Learning. Even though I do not have a lot of time to learn this new great technology, I'm making an effort to learn it as much as I can and even if I can't keep up sooner than later I will learn it. I hope you all achieve your goals. Have a great day.

[feral seal]

Hello from Vancouver, Canada

[jaunty radish]

Hello everyone. I'm a teacher and I'm excited to explore more about LLMs and AI

[tardy elm]

Hello, This is RK from NJ, USA

[kind wagon]

Hi everyone, this is Adam from Sweden

[peak island]

Hello world ! I'm L.i from Agadir - Morocco, currently living in Paris

[rain sentinel]

Hi everyone! Daniel from Croatia here!

[calm basin]

Hi everyone! Paulo from Brazil here!

[glacial folio]

Hi everyone!

Leo from Mountain View, California!

[stray current]

Hi! Vytas from London

[sour shoal]

Hello from Helsinki!

[brittle magnet]

Hello everyone , Gurkirat from USA

[half tide]

Hi all from the UK!

[violet pond]

Hi Alejandro, from Copenhagen Denmark

[wicked berry]

Ale from Chile here. Hey everyone.

[tribal charm]

Hi all I'm Zeo from norCal, US

[fickle crescent]

Hi

[magic garden]

Hello everyone, my name is Fayzal from the US

[green acorn]

Hello all, from London, UK

[visual pilot]

Hello from Ft Lauderdale. Principal Software Engineer here with over 20 years experience.

[white geyser]

Hello from Gainesville, GA. Recently retired database administrator, developer, and IT manager. Current GT OMSA student. Possibly future data scientist or data engineer.

[opal plover]

Hello! this is Anantha from Germany! Supply chain consultant! GenAI enthusiast! 🙂

[supple turtle]

Hi All!

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[urban cairn]

Hello from Irvine, CA.

[robust karma]

Hi Everyone. I am from India. My name is Shivangini.

[proud oriole]

I'm Kat. Hello from London, UK

[rose tulip]

Hello! I'm from UK, ML enthusiast

[velvet bolt]

Hello, from Maryland, United States

[rugged badge]

Hello! I'm from New Jersey, US.

[snow trench]

Hello, I'm Jalla. I'm from Nigeria, but i'm currently in the US.

[slim veldt]

Hola, mi nombr es Edward soy de Colombia . espero poder aprender y compartir muchos conocimientos con la comunidad. Gracias.

[jolly ferry]

Hi! I'm from New York

[tulip lotus]

Hello everyone! This is June from South Korea. Happy learning!

[karmic swift]

Hello everyone! This is Shahzeb from Pakistan

[warped crest]

Hello Everyone ! Brieuc from France, happy to join

[obsidian silo]

Hello from California, US

[stuck iris]

Hi everyone, I'm Sreesh from India. Looking forward to learn new concepts and ideas here

[tight gale]

hello from California, let the learning begin!

[weak stream]

Hello from Seattle, US!

[forest trail]

Hello from Connecticut, US

[vagrant mist]

Hello! everyone, I am Korean but stays in Lima Peru

[ashen anvil]

Hello Everyone!! I am Anshul from India. Good to meet you all 🙂

[wooden marlin]

Hello from Vancouver Island, BC

[gusty thistle]

Hey, everyone really excited to join this learning journey with all of you. My name is Steve and I am Interested to to do a thorough research on Generative AI. I have built my own marketing funnel in Gemini for my organisation at work. It was pretty simple which was all done through prompts and the result was If I input a website link of any company. It would generate a whatsapp message personal to that specific organization and an email personally to that organization highlighting the benefits of my company and our services to them. I have also worked in multiple no code and low code projects.

[cold valve]

Hello everyone here is Vinit Kumar Arora from India

[dapper hawk]

Hi everyone!

[mortal wolf]

Hi everyone! This is Charlie from Texas

[storm sequoia]

Hey. My name is Haiping and I am from Florida

[trim rune]

Hi everyone, this is Joey from San Diego. I'm excited to learn more about LLMs.

[scenic canyon]

Hi All! This is Pavani from New Jersey!

[vagrant peak]

Hi everyone!!

[native cradle]

Hi, this is Elena from Florida

[real bison]

Patricia from North Carolina

[rare pike]

Hi Everyone this is Subrata from Dallas, TX

[fallow halo]

Hey Everyone!

[coarse rover]

Hi everyone, This is Sougata from India

[kind holly]

Hello everyone. I'm Safiyyah from Canada.

[vocal furnace]

https://tenor.com/view/lithuania-lithuanian-republic-of-lithuania-vilnius-flag-of-lithuania-gif-14951356

Hi! I'm Susana from Colombia.

[willow fossil]

Hi all, I am Ibrahim Denis from Pace University USA

[past pine]

Hello everyone, I am Mishwa Sree from Texas, working as a Gen AI engineer at Verizon 🙂

[hushed olive]

Hi I am Joel, working as Solution lead in US

[lost portal]

Hi, I am Sankarsan, looking for a job in GenAI

[pearl slate]

Hi I'm Jeffrey, currently a student at UIUC

[strong crown]

Hello everyone! My name is Pranjal Lad, and I'm excited to be part of this course with all of you. I'm really looking forward to learning and collaborating with you.

[native gull]

Ghulam Sidique from UBIT University of Karachi Pakistan

[potent rain]

Hello! I am Dioselin (dee-oh-celine) from Port Angeles, WA, USA

[acoustic oar]

Hello, I am Akriti from Singapore

[safe sentinel]

Hi, I am a fresh grad student from Australia

[north cedar]

Hi everyone, I'm Crystal from TN

[wicked spindle]

Dinakar from INDIA..

[trim meteor]

Hello, My name is Cycorax, working as Software Professional.

[young canopy]

Hi, I am capy 💻

[wintry hollow]

Hello I'm Tim A passionate Data science Student and researcher

[tulip warren]

Hi This is Neaz a data science enthusiast and researcher

[lime frigate]

Hello Every one ,I am Rajitha Priya from India

[restive falcon]

Hi, I am Priya Sadhale from India

[willow wren]

Hi everyone! I’m Girish Kumar from Bharat (India)

[tardy pond]

Hello I'm Ambrosia from NZ

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[polar dove]

Hello I'm Sebastian from Denmark.

[weary idol]

Hi, my name is Carmen and I am a data science researcher.

[fervent nest]

hello everyone, am charles from uganda

[green lion]

Hi Everyone, I'm Alejandro from Lima (Peru)

[molten storm]

Hi Folks, I'm Sambit from India

[meager vessel]

Hello everyone, I'm Awal from Nigeria

[harsh granite]

Hi I am Anamya

[exotic helm]

Hello all. Herman from Australia.

[coral elm]

Looking for Teammates: Deep Learning & Gen AI

Hi all! I'm focused on deep learning and generative AI, currently diving into the "5 Days of Gen AI Intensive" course. I'm looking for a team to learn and collaborate with. If you're interested in sharing insights, projects, or discussions, let's connect!
🙂

[thick patio]

Hi All, I'm Afrian from Indonesia

[grizzled whale]

Hello, anyone here from the Philippines?

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[worn coyote]

Hi. I am Laras from Indonesia

[stoic breach]

Hello I am Muhammad Qasim, a CS undergrad from Pakistan

[steep coral]

Hi everyone I'm Goker from Istanbul

[verbal hinge]

I am Muhammad Kashif javed Physics Graduate

[short yarrow]

Sam from India

[solid dirge]

Hi, Alexandros from Greece

[loud sparrow]

Hey, Khairy here from Singapore.

[bold oasis]

Good morning, It's neicey from Warrenton, A

va

[agile verge]

haii, im Rahma from Jakarta, Indonesia

[hoary cedar]

Rahul from Mumbai, India. Data Science and ML enthusiast. Fairly new in this field.

[open aurora]

Hi I'm Cheikh Deme from Senegal. Very happy to join you

[velvet drum]

hii, rohith from India

[tranquil coral]

hey
Avinash this side

[supple sentinel]

Hello I'm Nieto, from Costa Rica

[sage bolt]

Hello I am Todor and I am taking part of the 5 day Gen AI Course.

[snow horizon]

Hi, I'm Vignesh, Budding software developer from India

[jolly hound]

hi ,i am rajasekaran,i am taking part in the 5 day gen ai course

[steep heath]

Keith from South Africa.🇿🇦 . Software engineer by profession and been working on a AI inspired side project.

[fair ledge]

HR Emails Jobs : https://www.kaggle.com/datasets/mohamedramadan2040/hr-jobs-emails

[azure sky]

Hi, I'm Lela and I'm excited to be with you all!

[pseudo sparrow]

Hi everyone, Dendi here from Jakarta

[frail basin]

Eddy from Kenya. My focus areas are ML, AI, IoT and Data Science.

[lofty breach]

Hello Everyone, I am Arunchandra from Austin, US.

[vale mason]

Hi everyone, it's Juan from Mexico, I'm a mechatronics engineer currently learning about AI 🙂

[rigid shadow]

Am I the only one struggling with long code lines in Kaggle notebooks? 😅 Every time I scroll right to read the full code and then try to get back to the start, if I’m not careful and use the mouse, it accidentally sends me to the previous page! Not exactly ideal... Anyone else dealing with this? Kaggle, it would be awesome if this could get fixed!"

[raven whale]

are these code lines you are writing? code lines will not wrap to the next line, however for the most part you can format them yourself by hitting enter in appropriate spots

[rigid shadow]

The existing (long ) ones

[raven whale]

Are these notebooks from others then?

[rigid shadow]

https://www.kaggle.com/code/markishere/day-1-prompting

[raven whale]

which code block is giving you issues?

the response = short_model.generate_content("...") lines are pretty long, are those the ones you're talking about?

[rigid shadow]

this is not an error but an UX issue :

[raven whale]

you can modify those lines before running the block. The 3 quotes are multiline text, meaning you just hit enter after "...Observation steps." before "Thought..." on that first line

[rigid shadow]

when we go right for reading the code, and back left using the fast side scroll (using mouse), the page change to the previous one.

[raven whale]

Not sure I'm seeing the same issue as you, fast scroll isn't doing that for me. You might have "go back" mapped to your mouse. But as a work around, you can edit the text to be shorter, too.

You can also zoom out your browser view (Ctrl - or +) and that will help you see all the text in the code block

[naive sigil]

Hi, this is Muhammad from US. I'm a business ananlyst and a student of Computer science and machine learning.

[reef gazelle]

Hi, this is Asim Aftab from Bangalore. I'm a student of Computer Science

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details

[agile ravine]

Hello Everyone, Grace here from the US

[topaz plinth]

Hello everyone, this is Juan From Colombia. I'm starting in the AI world.

[onyx crater]

Hi everyone, Jude here from UK

[gusty grail]

Pialli, I am Lipan Apache from my father's side and currently researching my mother's side which has now taken me to Central Mexico. I was born in Texas and moved to Canada in 2020 right before the first COVID lockdowns. Prior to moving here I worked worldwide in the oilfield on ultra deep-water control systems. I have been involved with various technologies and a continuous learner everyday for the last 30+ years. I live in Guelph, Ontario. I ❤️ noodles, technology, pretending I can draw.

[dusty bane]

Hey everyone, Bersilin from Japan

[molten lodge]

Hi everybody, and Greetings from Brasil...Very excited to join this course!

[frank nexus]

Hi! I'm Stuti from India.

[potent aurora]

Hello from Paris ! Nice to meet yall 😄

[sturdy pumice]

Hi, Manoj here. Nice to meet you all

[brazen cedar]

Hello everyone, This is Girish from California US. I am a Software Engineer

[tawdry gale]

Hello, I am Wasyihun Sema, Software Engineering Student at University of Science and Technology of China,but orginally from Ethiopia.

[thorny rivet]

this is Kevin from Canada

[glossy bolt]

Hi everyone I'm Ansh Raj from India

[silver osprey]

Hi everyone, this is Rashmi from India

[remote rock]

Hi everyone, this is Huang Xiaohei from China

[waxen marsh]

Have a positive, persistant and passionate posture.

[quartz pawn]

j

[spark oriole]

Hi everyone, my name is Billy, I'm from Indonesia

[hollow marsh]

Hi everyone, my name is Shahabas. I am from India.

[limber furnace]

Hi everyone, my name is Aisha from Nigeria

[sharp glade]

Hello Everyone
This Is Sakthi Dharan from India

[plain atlas]

Hi everyone, my name is Moses, I'm from Kenya.

[lusty thistle]

Hi y'all..

[silver moon]

Hello! Everyone, I'm Rakesh from India

[deep quiver]

Hi everyone, my name is Shade from Canada

[faint bay]

Hey I am Yash , from US

[sleek apex]

Hey, this is Bhavya from India!

[river sandal]

Hey everyone, Josmel from Peru

[tribal bear]

im arfah from Pkaistan. im very excited for this course,https://www.kaggle.com/monkmode1

[lean wraith]

Hello, Hosam from Egypt here 👋

[limber fog]

Hello

[pallid hemlock]

hello ahmed from Egypt

[worthy lodge]

my name is Jorge

[frozen vine]

Hello from sunny southern Massachusetts!

[haughty socket]

Hello all - Dishit from Melbourne

[river whale]

Hello from cold Michigan!

[tepid basalt]

Hi

[gusty briar]

Hello one and all! This is Swaroop from Austin, Texas, USA

[inner prairie]

hi im paawan from bangalore!

[gaunt turret]

Hello Aadit from Ames

[haughty mica]

Hello everyone! I am Anil from Nepal. 🙏

[mild delta]

Hi! Im Sandra from Mexico. I finally found some time to do this

[worn prism]

Hi, everyone! It is very nice to study with you.

[native hare]

Hello Everyone! Dianne from Colorado here. Very excited about learning what is new in AI.

[brisk dawn]

Mark in Seattle. Enjoying the course.

[plain horizon]

Hi everyone! Im Juan Manuel from Mexico!

[tawny warren]

Hi I am Anson from hong kong

[placid pecan]

Hi, Giovanni Navarrete from Mexico City, seasoned PM learning new tricks.

[placid moat]

Hi

[vagrant creek]

Guys , are there Tunisian peoples in this Group or just me ?????

[astral jetty]

heloo my name is pacyuzu from Rwanda

[rustic sundial]

Hi! I'm Ipsita from India. I recently finished my bachelors in bioengineering and am going to start my master's in AI next march. I am really interested in this competition because I want to work in AI+biotech.

[balmy rapids]

Hey, I am Elvin from Azerbaijan, a full stack developer (LAMP), i strive to learn AI/ML, and I would like to participate and share in a community of passionate researchers, and promote this in my culture and environment

[dusk furnace]

Cheers from a grey Heemstede in The Netherlands

[urban folio]

Hi, I am Amarachi from Nigeria, studying Data Science(MSc). I enjoy developing myself and improving my learning. Glad to be here and willing to learn

[waxen kettle]

is it only me who think the podcast is automated? Two participants are repeating each other. It's funny. Nothing bad. It is still good to have when you are busy.

[valid wagon]

Hello, Damian from Argentina

[half thorn]

hi everyone, if you are here for the 5day genai intensive course with google, please head over to the respective correct channels/chatrooms for the course ( as this is the incorrect one)
#5dgai-general-chat: find official course announcements and livestream recordings.
#5dgai-introductions: introduce yourself and meet other participants from around the world.
#5dgai-q-and-a: ask questions and kick off discussions about the assignments.
#5dgai-announcements , a dedicated announcement channel with assignment details
hi everyone,

[timid crest]

Hello

[jaunty flame]

Hello, I am Joshna.

[limber nebula]

Hello from the United States!

[fading mural]

This is NOT relevant to the 5dgai - course.

Is there anyone who's well versed with AI/ML or MLOps, I need some help with a research related to proactive concept drift detection in data streams using an ML approach. any help would be appreciated please 🥺

[raven ocean]

Hello, I am Matthieu from Paris ! How are you doing ? Am I the only one from this place ?

[thorny barn]

Hi I am Hema from Canada!

[tulip fjord]

hi y'all i'm Nakyung 🙂

[round breach]

Hi I am Archit, I am Sr. Data Scientist from Charlotte, NC, USA

[delicate creek]

hello xun from USA

[steady harness]

Hi I am Stylianos from Greece

You need to take into account medical results as well as guidelines

[slim rain]

Hi, Osade from Nigeria

[ivory eagle]

Hello from Vancouver, BC

[crimson field]

hello from Dhaka,Bangladesh.

[dry ice]

It is automated, generated using https://notebooklm.google.com/ , they are bit more talkative in Day4 than others 😄

[chilly linden]

I am Adetolahttps://www.linkedin.com/in/adetolaadeniyi/

[dry ice]

Hey ! which competition are u referring to over there 👀 ?

[noble minnow]

Hello from Kigali, Rwanda

[harsh hedge]

Heyy guys, I'm Farzan from India

[frigid sparrow]

Hi, I'm Vagif from Azerbaijan🇦🇿 but based in Saudi Arabia🇸🇦 🚀

[wild iris]

hi

[winged osprey]

Hi, I am Hatif from Pakistan.

[wild iris]

hello

[wild iris]

which one is better the podcast or the white paper?

is the podcast enough to understand the concepts?

[strange nymph]

Good afternoon everyone,
I’m thrilled to share that I’ve finally launched my project! It’s been a journey full of effort and sacrifices, but I’m proud to say it’s completed. I’d love to share the details with you all, and I hope it can be helpful. Let’s stay in touch! 😊
https://www.linkedin.com/posts/jeniferaylengarategarro_kagglex-kagglecommunity-googleprojects-activity-7263166381817311233-sXFj?utm_source=share&utm_medium=member_desktop

[warm briar]

Hi I am Frank Hu, a research and data scientist, machine leanring engineer at University of Michigan, here is my linkedin https://www.linkedin.com/in/xiaosu-hu-1458a656/

[dense ember]

Belle here, from the US - As we near the end of the course, I’m excited to reflect on everything I’ve learned and eager to continue deepening my understanding. I’m looking to connect with fellow learners and professionals who are passionate about tech—let’s keep the momentum going and help each other grow!

[gaunt hatch]

Hi I am Junfeng Qu, professor in Computer Science at Clayton State University.

[dense ember]

I’ve found that I learn best by first getting a high-level understanding of a topic, and then diving into the details to solidify that foundation for real-world application. I started by listening to the podcast to get a grasp of the key concepts, then followed up by reading the whitepaper and doing concurrent research to make sure I fully understood the material. It’s been a great way to connect the dots between theory and practice. I’m curious how others approach learning—do you prefer the high-level overview like the podcast offers, or do you dive straight into the academic details to really break down the concepts?

[white snow]

Hi all. I'm Fabienne from Germany. Used to work in data governance with focus on data quality, but recently started learning more about data protection and data engineering, and after not properly reading the curriculum I've taken up a course called "Big Data Engineering", which isn't - as I thought - about data engineering, but about ML. Just joined Kaggle a week ago to take my new skills for a ride in the current playground competition. Happy to be here!

[wild iris]

Yeah i really think your approach is functional. Because whenever i try to get deeper into the subject after getting a jist of it before i always find myself understanding it better

Though the approach i take usually is to go through the details right from the beginning and break down stuff when it is complex for me to understand. Starting with the details at the beginning makes it hard to get momentum and feels kinda boring though

[obtuse otter]

hey! a newbie here, where can i ask some basic ML questions (linear regression related)?

[dry ice]

id recommend u read the whitepapers

[indigo rain]

Hi from North Macedonia, happy to be joining you with a little delay!

[wicked berry]

Thank you all for everything. This course has been an incredible journey, offering me the chance to connect with amazing people and forge new friendships. It was truly enriching to share this experience with individuals from all corners of the world. I’m deeply grateful to everyone who made this possible—thank you!

https://www.linkedin.com/posts/omertanir_genai-google-ai-activity-7263310946742247424-qGQO?utm_source=share&utm_medium=member_android

[wild iris]

alrightyy

[torn grail]

Hello this is Sreejit from US

[wild iris]

Guys this might be a bit out of topic but could you guys tell me how a person can push forward with their work even when there are external distractions

[wicked berry]

Hey there!
Praneet this side from India.
Here to learn and give back to the community❤️

[latent bolt]

Hello, Suelo from Nebraska

[balmy wind]

Hello everyone. As you all you know there was 5 days Generative AI Course sponsored by Google and Kaggle. I have completed all the tasks from Day 1 to Day 4 in this repository: Guys one support. Please do give stars for the algorithms: https://github.com/di37/google-5day-genai-intensive-course. All work from day 1 to day 4 completed. I request everyone please please star this repository for the algorithms! Thank you all

[midnight crest]

hello, Jai this side from India

[rustic berry]

Hayy everyone

[rigid hemlock]

Hello everyone, I'm from Viet Nam

[hollow haven]

Hi
Vikas Nagar this side from India.
My Kaggle profile is https://www.kaggle.com/vikasnagar21.

[winged topaz]

Hello everyone, I'm Priyanshu Singh from India

[stuck quiver]

Hi, I am Lourens from UK 🇬🇧 , originally from South Africa 🇿🇦, but Italian by marriage 🇮🇹 . Hope to learn and contribute to discussions. Have been a Data Scientist in industry for more than 25 years now. My LinkedIn is (please do connect!):
https://www.linkedin.com/in/lourens-walters-18a30131/
And Kaggle:
https://www.kaggle.com/lourenswalters
Interested in doing some competitions with my kids.

[waxen salmon]

,

[wicked berry]

Thank you all for everything. This course has been an incredible journey, offering me the chance to connect with amazing people and forge new friendships. It was truly enriching to share this experience with individuals from all corners of the world. I’m deeply grateful to everyone who made this possible—thank you!

https://www.linkedin.com/posts/omertanir_genai-google-ai-activity-7263310946742247424-qGQO?utm_source=share&utm_medium=member_android

[rustic mist]

Hello everyone, I am Priya from California

[white snow]

Book focus time in your work calendar, put down the blinders, listen to brown noise on your best headphones while working, set your phone to Do Not Disturb. Get a manual kitchen timer and employ the pomodoro technique for your focus time. If colleagues bug you with ad-hoc requests and if you have a good relationship with your manager, ask your manager to help you with prioritizing and don't do anything for third parties without clearance. This might also be possible with a partner or a good friend, if you work on your own. Use body-doubling, preferably with a friend or colleague who'd benefit from it, too (if your company has an employee resource group for neurodivergent employees, you got a whole pool of prospects right there).

Obviously these won't work with all kinds of distractions. If you are a parent, caregiver or pet owner, your mileage will definitely vary. What kind of distractions are we talking about?

[tranquil cove]

Hello everyone, I am Audley from Kingston, Jamaica

[fresh dune]

https://tenor.com/view/cat-cute-food-eating-cat-eating-gif-1320502635529344444

[fervent ravine]

I am Muhammad Qamar, I am from Sohan, Islamabad, Pakistan. I am a student of matric or high school but i am eager to learn and become a data scientist that's why i am leaning from home data science at Kaggle

[wild iris]

Thanks for taking your time to reply. I'm a student and the distractions i was talking about are the thoughts about doing something else whenever I'm trying to work on a single thing and maybe some other family stuff. It's like when I'm trying to do something and something else shows up I'm in this confused state as to which one i should give priority to and then instead of working on either one of the tasks i just try to escape them through the use of social media.

[rustic sundial]

sorry about the late response. this one here: https://www.kaggle.com/competitions/czii-cryo-et-object-identification

[empty cargo]

Hi , I'm Thakshila from Sri Lanka.
My Kaggle profile is https://www.kaggle.com/watnjaya11 .

[dry ice]

Oh thanks 😄

[balmy wind]

Conclusion of my 5 days Journey of Generative AI course from Google: https://www.linkedin.com/posts/isham-rashik-5a547711b_uaecodes-generativeai-aiinnovation-activity-7263888766413520897-fBzL

[uncut rose]

Hi, Please help me.
I'm going to make a search engine based on customer behaviors.
Inputs: query embedding, history embedding (Metadata is stored with vector formats)
We use cosine similarity and train embedding models.
I have two questions about this.
First, how to get the gradient of embedding when use consime similarity?(Can that be estimated in torch?)
Second, for the search, we use two steps, updating the weights about historical embedding and query embedding at the same time, I think that can be noisy.
But I can't make sure. I attahced diagram. And if any questions, feel free to ask.
https://drive.google.com/file/d/1_vWxdasnHjCL6_momviQzcDYHAAgc-1M/view?usp=sharing

[stone wren]

hi mates

[wild iris]

Hello there

[ruby dome]

Hello everyone, I'm on the learn section of Kaggle, Going through my Into to Machine Learning, Lesson 2, I'm having trouble performing round off of certain dataframe using pandas, Can anyone help me??

[misty tangle]

Hello everone!!!
I'm Laksiri and here for google 5d gen ai

[sonic path]

Hello! I am Nima from India...✌️

[wild iris]

Hello

[quiet oracle]

hi

[river crest]

OMG Haiii everyone 😖 I have been rlly struggling with some data sets!!!!! :>( I sorta left it till the day before and now im rlly stressed and I need some help as IM VERRY CONFUSED 😭 😭 😭
like omg what the hell is stata :(((((

[earnest magnet]

What do you need help with?

[azure prawn]

Hello, I'm Habib Malik, here is my Kaggle Profile https://www.kaggle.com/habibullahmalik

[old flax]

Hello, I am Rays from Germany

[wild iris]

Hello Rays

[river crest]

oh no its all good now!!!!! I managed to get it all done last night, was just trying to transfer some data into a graph on stata but it just wasnt working :(((

[dim prawn]

hello, everyone!
I'm still on my first few steps of this journey. Thank you for having me here.

[stone ibex]

hello @everyone,

i was wondering if anyone can help me with something on regularised least squares to pproximate derivatives.

i've tried coding something but i cant get it to work but keep getting the wrong answer.

if you can help me, please message me privately ill send you more details about it, i would seriously appreciate it very much.

[tribal sable]

does anyone working on RAG ?

[edgy cave]

hello, I am Utkarsh from India

[waxen quail]

Register for the awaited session on
Azure OpenAI and Azure AI Search (Python)
https://developer.microsoft.com/reactor/events/24267/?event_check_in=KMizKpdixmnpx0rV6cTFG4EY9Zlg5ix5VMY5+p+Rwb525YjMApAJ2heypafvwYWDRi+LT%2FTEfGhGrienpd0sWA%3D%3D&wt.mc_id=studentamb_356290

[wild iris]

Thank you for this, If you get to know more events like this could you please share it?

[teal spade]

hello everyone how can i can start with any competion like where should i learn how to proceed ,which method to use

[forest epoch]

Hello guys, would love to receive any suggestion for my first dataset. Anything! give me critics and advices!!
https://www.kaggle.com/datasets/dante890b/wikipedia-serial-killers-list

[urban tree]

Hello, I am Russell from BC, Canada

[inner cradle]

Hello , I am Karl From Shanghai, China

[polar kayak]

Hallo, I am Shino.boo from Japan

[haughty ibex]

hello

[zenith kernel]

Hey!

[wild iris]

Hello

[fleet comet]

Hey, did anyone doing some personal project? If yes, what did you do currently? Just wondering.

[errant quiver]

What a nice discord server. Been here 4 hours, already got some value. Thanks for sharing the knowledge!

[dense wraith]

Hi everyone, I'm new to kaggle and understood basics. I checked few beginner competitions and submissions. I understand how to read the data, check missing values etc. How would I know what to do in the code to make the model more predictable? How is my model going to differ from others? I'm not sure what I need to do at this point. How can I improve my model and how to know what different things I should try to improve it?

[errant quiver]

You can google other ml models or ways to train the data, or check how other people did it in the code sections i think

[fading blaze]

hello guys

anyone here

[manic torrent]

how to get good in EDA ? how you become kaggle grand master ?

[glad forge]

Hey everyone
I need to make a chatbot for remote software companies and i need (FAQs) frequently asked questions dataset for remote software companies

[sinful junco]

General Company Information

Company Culture

[supple rover]

Hello

[sinful junco]

hello

[hollow hull]

Hi

[teal spade]

hi everyone

[summer dome]

hello

[restive spear]

hi

[woven quartz]

Hi I am trying to expand my data science and machine learning skillset. Currently I’m proficient in using numpy, pandas, matplotlib and sci-kit learn libraries. I’ve also had some experience with developing neural networks in Tensorflow for NLP projects. However I want to start working with larger datasets consisting of multiple folders such as those in the prestigious Kaggle competitions. What is your approach to these? And if I want to start exploring image classification, what’s the best resource to learn?

[crisp ether]

Title: Seeking Turbulent Flame Image Dataset

Dear Kaggle Community and Esteemed Researchers,

I am currently engaged in a research project that involves analyzing turbulent flame dynamics, and access to a Turbulent Flame Image Dataset is crucial for my progress. Despite exploring various repositories and reaching out to the corresponding author of a related study, I have not received any responses or found a source for this dataset.

As someone passionate about advancing understanding in this field, I deeply admire the research efforts of those who have contributed to this domain. If anyone could guide me toward obtaining this dataset or provide access to similar resources, it would be invaluable to my work.

Your support could significantly contribute to my research, and I assure you that the dataset will be used with the utmost respect for its intended purpose, with proper acknowledgment given to its creators.

Thank you for considering my request. I look forward to any guidance or support you can provide.

Best regards,
Maimunul Karim Jisan

[jolly inlet]

Hi! I searched the web and found the following resources:

1. "The FLAME dataset: Aerial Imagery Pile burn detection using drones..."

2. "FLAME 2: Fire detection and modeLing: Aerial Multi-spectral imagE ..."

3. "An open source flame and smoke detection dataset for deep learning in remote sensing based fire detection"

4. "Direct numerical simulation results for turbulent hydrogen/air flame: multicomponent diffusion model" -> But it has the dataset in the form of torrent file with instructions

Although I am unsure what exactly Turbulent Flame Image Dataset is about, but I think the above links may be relevant.

Also, maybe this competition too had relevant data:

• "2024 FLAME AI Challenge" on Kaggle

Regarding the competition dataset, please ensure they allow it for external purposes before you plan to use it.

That's all from my side, have a great day!

[crisp ether]

Thank you so much ❤️. It’s really helpful for me

[jolly inlet]

You're welcome :D

[feral snow]

Hi everyone, I was looking for someone interested in joining the LLAMA IMPATTO ROMA Hackathon: https://lablab.ai/event/hackathon-llama-impatto-roma. I'd like to participate, but I currently don't have a team. Anyone interested?

[brazen smelt]

what does this (+173,-70) indicates?

[wintry aurora]

I have a question regarding testing for a project involving an agent built with LangGraph.

The focus is not on improving the LLM’s accuracy itself, but rather ensuring stable and consistent operation as a whole. I believe this is more about testing rather than evaluation, specifically unit testing.

For instance, I want to ensure that the system handles any user input without throwing errors.

In this case, would it be better to use something like Pytest, or is there another tool more suitable for this purpose? What tools would you recommend for such testing?

[lone coyote]

what kinda computer do yall recommend for ai intensive work

such as training and running gpt like applications

[shut ridge]

@lone coyote 8xA100 / 8xH100.

[lone coyote]

ill look into those thx

[lavish hamlet]

hello

[tough bison]

How to merge team if i cannot found enough person to participate in wsdm competition?

[short wedge]

It indicates the lines of code added/removed from the original notebook that was copied.

[flint aspen]

guys i want to know like the latest trends in machine learning or ai space but im just too confused as of now , how to group alll these like in llm space we have new claude , gemma etc etc , then there is ever growing rag techniques , then state of the art models how to navigate through all this and choose whats best to work on right now

[nova merlin]

how to access gated hf models in kaggle notebook ?

(i mean how to authenticate for it ?)

notebook_login() not working

[stiff dock]

Hey folks, what's shakin?

[restive frigate]

have you tried using the Secrets feature in Kaggle Notebooks instead? you can access from the "Add-Ons" menu.

[restive frigate]

i made a basic notebook to show you how to do this: https://www.kaggle.com/code/mrisdal/authenticating-to-hf-in-kaggle-notebooks

[nova merlin]

thanks though still getting the same error

[reef tundra]

Hi, could you show the code cell that raised this error message too? It's quite hard to determine the issue without seeing the cause.

[restive frigate]

and to confirm you have access to the model on the HF page? you've been approved after requesting access via the gated model?

[reef tundra]

So it's already like that before or is that just recently? also can we look at the cell with HF_USERNAME and HF_TOKEN?

[nova merlin]

it was like that from forever i g its issue with the gated model itself

[reef tundra]

oh lastly have to setup the HF_TOKEN in your notebook add-ons?

and ensure that the label and value are correct

Since in Meg's example, she uses user_secrets.get_secret("HUGGING_FACE_HUB_TOKEN") so you might want to match the add-ons secret label with the name you've stated in the code cell

meanwhile the value should be your access token from HuggingFace

[reef tundra]

I got mine working just fine though weirdly enough, albeit bugged with "Error displaying widget: model not found"

@nova merlin perhaps try using a different model? Or.. |||now I'm not sure if this is count as promoting other discord server which is usually against some server rule, but you could go to HuggingFace discord community for better help since it's most likely to be a much more active and responsive place when handling issue with HuggingFace||

[nova merlin]

I too found that earlier before login error

[nova merlin]

I ve already asked them n they couldn't help much to fix it yet

[reef tundra]

I see, then the most plausible solution as of now is to find alternatives instead.

[cyan stag]

Could anyone tell me about StandardScaler? Is it necessary to use in Clustering(Kmeans) and can it be applied to categorial features like (category/gender/payment_method etc., that were prelimilary converted to integers? e.g. female - 1, male - 0 / category: clothing - 5, shoes - 3, etc. Does it have any sense?)

[reef tundra]

StandardScaler is used to resize the scale of quantitative features so that it fit a criteria, which is a mean of 0 and a standard deviation of 1, this ensure that all feature have relatively same scale hence the name, secondly yes it is neccessary for K-Means clustering specifically, since its a distance based clustering and uses the features to calculate distance, so if one feature have bigger value it'll significantly affect the clustering, an example of this case would be like age and income since age range is 20-50 meanwhile income range is 10000-100000 without scaling. with those in-mind you can think intuitively if categorical feature could be StandardScalered or not.

[cyan stag]

kk, got it

Thank you so much :)

[fading blaze]

Hello anyone here to talk

[wild iris]

Hello

[fading blaze]

I'm making a team on competitive programming If anyone is interested mention me

[nova merlin]

getting the following type error while inferencing a hf model

[tribal oar]

Is the 1 week long LLM course still open to do asynchronously?

[neat elbow]

Hello

[unborn ridge]

Hi!

[glad echo]

Interested

[tranquil fractal]

Hi!

[tame tiger]

Hello everyone, may be someone have a roadmap for learning Machine Learning ?

[tender coral]

Boom

[lean garden]

A confluence of brilliant minds is about to take place on 11th Janurary 2025. Pioneers from a diverse range of industries are gathering for The GenAI Summit, a one-day conference dedicated to the forefront of generative artificial intelligence.

From government and regulatory bodies to tech giants, entrepreneurs and beyond, this summit will convene leaders from diverse fields, sparking discussions on the far-reaching impact of GenAI.

Summit website: https://genaisummit.in/

[small rover]

someone got an active competition or something for binary classification?

[tight inlet]

Let's connect, We have some project to discuss AI related

https://www.linkedin.com/in/rohma-refai/

[cerulean trellis]

incredible, very insightful

[remote meadow]

I am Dogbalou Motognon Wastalas, a passionate researcher focused on leveraging AI/ML and adaptive technologies like STACK Moodle to innovate STEM education.

[analog seal]

I'm interested, could you elaborate

[digital finch]

please remove this

@short wedge I am so sorry for this random ping, but I think it is necessary to remove the messages preceding this

[opal kite]

Hello guys, I have 2 years experience in Data Science, ML field. Looking to collaborate on some projects. If anyone is on similar lines we can discuss

Additionally I can also provide some services related to Python, EDA, model building or just provide some Data Driven Insights with your data

[digital finch]

I reported to discord, don't know if they even check those 😔

mods seem to be busy 😔

[plucky fable]

sup ppl?/

[fading blaze]

Dm me your skill bro

[short wedge]

Thanks for the reports, banned the account

[visual bay]

Introducing MindsparkAI

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Let’s collaborate to achieve mutual success.

Email: [e-mail]
Website: mindsparkai.in

[lapis mauve]

Hello everyone , I was working on the kaggle notebook and wanted to know from where i can download the models which i saved during running the code ?? I really need the saved models for my research paper

[remote meadow]

What do you mean by elaborate or you mean collaborate?

[analog seal]

Depending in what is it and what it needs. Impact potential

[main python]

Hi Everyone. I am from Japan, and and seeking a US citizen | Northern EU to make a good partnership.
Good pay for an easy job and it is not technology thing.
This opportunity is opened for only to the US citizens or Canadian age between 25 ~ 32.
If you're a US citizen or Northern EU person and looking for a flexible job, We can grow together. Let's talk!

[tender patio]

Hi, I want to start DS and AI does anyone know where can I start and a good learning groups or community….please share me links or related resources

[sand mantle]

Hello ALL, please keep applying https://forms.gle/MMRp5K6fkpnGCQrb9

[spiral helm]

PhD student and lecturer @ KNU (Taras Shevchenko National University of Kyiv) taras shevchenko national university of kyiv he/him

[coral mural]

Hello all, Software professional in the Bay Area. Looking to learn some cool stuff here. My pronouns are he/him

[obtuse oracle]

hello, good evening, is there a beginner competition to start with? I would like to take advantages of summer vacations, greeting from perú, glad to meet you all!

[dusky nexus]

Hi everyone, I’m Banjo, and I’m with thriveprotocol.com.

Thrive is the trusted leader in funding innovation across crypto and we are proud to announce the ‘Thrive Certified Challenge’, launching December 11th, 2024.

With $70m+ in token rewards, this initiative powers builders like you to fund our vision, prove their value, and secure global recognition in the next wave of crypto innovation.

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I look forward to seeing your project and you thrive!

I would highly recommend joining the community linked above to anyone looking to enter the crypto and web3 ecosystem or even just taking a sneak peek while getting incentives for contributing (if you’re interested to move forward) based on your skillset.

[sinful sentinel]

Is kaggle server down rn?

I cant access kaggle.com

[steep wing]

it's working for me! i'm using it from an hour...

[restive jolt]

Hello everyone. I am currently a software engineer and completed my undergrad recently. Throughout my undergrad, I worked with various ML projects, reading papers, reproducing them and open source contributions. I'm making a small peer group where we can participate in Kaggle competitions, work on cool projects and grow together. Please let me know your experience and I'll add you

[winter quarry]

Hi all, I'm a data scientist but I don't use a lot of kaggle; getting started here. Background is physics/math undergrad, MS DS, with a lot of software engineering, analytics, and data science work experience. My main thing is NLP, and recently RAG applications.

[analog seal]

check out all chat, your ultimate ai platform:
https://github.com/Mhdaw/All-chat

[azure slate]

Hi guys, I’m working on a science fair project on synthetic data, and I’m hoping you could help me with my DCGAN model.
https://www.kaggle.com/code/thorballer/cifar-dcgan

[urban agate]

Hi

[wild iris]

Hello, I'm a student currently pursuing computer science business systems major. I am a beginner in AI and ML, and have worked on a few projects. Currently I am focusing on becoming strong with the fundamentals. I'm interested in attending Kaggle competitions and building ML projects. I'd be glad to join your peer group!

[green jacinth]

Hello, I'm a software engineer with experience with C#, Python and other languages, and I'm interested to learn AI and machine learning.

[molten kestrel]

i cant verify my phone number

[deft tendon]

Hello I'm a new student in tech doing BCA AI and DS i am interested in attending kaggle competitions and making models

[pulsar hazel]

hello! 😀

Sharing with you my attempt in practicing Day 3 - Function calling with the Gemini API.

I made a Hogwarts Students Grades database containing information about students, houses, subjects, ratings, and their grades and a helpful chatbot that can interact with the database. Here are the functions the chatbot can do: list_tables, describe_table, execute_query, describe_table_interconnections
But it seems like I am getting OperationalError when I ask very specific questions like:
What rating Harry Potter got in the subject Charms? or What house Harry Potter belongs to?
Any insights or suggestions to improve the database and chatbot's functionality are welcome!
https://github.com/mariarosariolacuna/DownTheRabbitHole

[smoky basin]

@coral hedge hey is it okay if i dm you?

[bronze dock]

hi

[chrome rover]

Are you headed to NeurIPS 2024 in Vancouver BC next week? The Kaggle team will be there too! Our fearless leader, D. Sculley, will be presenting an Expo Talk on “Empirical Rigor at Scale – or, How Not to Fool Yourself”. We’ve got a few surprises up our sleeves too. But mostly - we’d love to meet you! We’ll be at the booth with the goose (#66) - with stickers to share! If you’re there too, come say hi!

[chrome rover]

You are all the first to get a glimpse of this:

[stiff dock]

a kaggle of geese?

[restive swan]

hi

[vapid monolith]

hello

IM READY TO LEARN KAGGLE BABY

[delicate kraken]

https://www.kaggle.com/code/huzaifawatto/gradient-descent-dl-scratch-tf

hi ppl chk out my dl gradient descent notebook on kaggle and am open for suggestions

[agile ferry]

#🚀┊career-discussion If anyone is free check this need some advice

[stiff dock]

I finished the Intro to Machine Learning course on kaggle. I'm wondering what's the better use of my time. Trying the Titanic or going to Intermediate Machine Learning. I'm thinking Titanic, but to just get into it, but I'm wondering at what point should I try going back into the learning tab.

[mint flicker]

📖 Check it out here: https://www.kaggle.com/discussions/questions-and-answers/550244 this will help you what is data preprocessing and data preprocessing checklist when doing any data science project

[safe rapids]

Hi everyone,

I just saw the announcement about the KaggleX cohort in the announcements section. I'm eager to learn while working on real-world projects guided by mentors, so could someone please share when the next cohort is expected to begin?

Thanks!

[iron hamlet]

hi everyone, i am a student in computer science and a i like to be in the kaggle's discord.

[strange trout]

Hi everybody im exicited to find this huge community, currently im a mathematician and datascientist

[tribal vector]

Hello all! I am student about new technologies! Hope learn alot here! Many thanks!

[past coyote]

I am a tech director at my church

[rich grail]

hi i complete my BE in AI and ML and i want to learn more practical way

[echo geyser]

Hi everyone, here's a new person who is trying to dive into machine learning world. just getting started and catching up with basics of ML. I'm currently doing my Master's in Computer Science. let me know any tips that you would like to share 😉

[harsh wraith]

Just here to compete and win

[ruby cloak]

Hi...! I’m a Chemical Process Engineer with a passion for designing efficient and sustainable systems. On top of that, I’m a GenAI Developer, blending engineering expertise with artificial intelligence to solve complex problems.

[meager pond]

Hi, I am a Big data Architect + Gen AI Solutioner

[sacred zealot]

I am AI Engineer at Optum

[pine viper]

Hey, I am Machine Learning Engineer at itcurves. I like to help others anything related to ML and AI and like to get help when I'm stuck. I have strong background it Python DataScience and MLOPs. also working in GCP Project you can get updates about it here :
https://www.linkedin.com/posts/rabdawaseem_aiforimpact-googlecloud-hack2skill-activity-7266492676567388160-4bhL?utm_source=share&utm_medium=member_desktop
Thank you

[dawn thorn]

Hi, I am Software engineer.

[pseudo badge]

Hi, I am Software QA Automation Engineer.

[crimson carbon]

Hi Everyone. i am new here

[jaunty thicket]

Hi, I am Application, Data and Database Admin

[wary oyster]

Hii... not so high like u all.... Just a beginner... But Passionate about my work... Hope to learn new things from u all... Thanks for having me

[jovial horizon]

Good morning, new to this community, looking to learn, thank you.

[scarlet turtle]

Hi

[rapid roost]

Hi there, I just joined the discord to do 5-day gen ai intensive course. I'm a softwaer develoepr.

[loud pendant]

joined the discord to do the 5-day gen ai intensive course

[autumn fern]

Hey Alizah here . I am doing masters in Data Science

[jovial abyss]

Hi, I am a SW developer interested in AI

[lament pine]

Heeey!! I am Fernando, data scientist and MLOps engineer for many years! Happy to share and learn from all

[quasi ledge]

Hello ! I am Aniket, a student , an AI/ML enthusiast

[deep harbor]

Hello, I am Aman a CS Masters student. I am keen to explore and learn GenAI skills.

[formal copper]

Hello, I joined to learn how to use Kaggle because I'm interested in the ARC competition

[lunar dagger]

Greetings, The name is Muhtady, A Machine learning Engineer. It'll be my pleasure interacting with you moving forward

[onyx birch]

Kagglers, join us as we have fun discussing the AI Mathematical Olympiad - AIMOprize which is a $10mn fund to spur the open development of AI models capable of performing as well as top human participants in the International Mathematical Olympiad (IMO) in TWIML communities' weekend kaggle meetup 🛠

Last week we delved deep into the public notebooks of FIDE & Google Efficient Chess AI Challenge under strict compute requirements, discussed the financial modeling requirements of JaneStreetGroup's Real-Time Market Data Forecasting competition, and dived into the different innovative approaches that can be applied to Google's - Gemini Long Context analytics competition 👨‍💻

We meet at 10 am PST every Saturday 📆

https://x.com/cataluna84/status/1865457899256131745

Mayank Bhaskar (@cataluna84) on X

Kagglers, join us as we have fun discussing the AI Mathematical Olympiad - @AIMOprize which is a $10mn fund to spur the open development of AI models capable of performing as well as top human participants in the International Mathematical Olympiad (IMO) in @twimlai communities'

Twitter · Dec 7, 2024, 6:06 PM

[fringe imp]

Hi, I'm Jeff. I'm not a programmer but have taken some online ai/ml courses. Looking forward to learning about Kaggle through the Titanic competition.

[sand perch]

Hey Everyone! I am just a student exploring the world of AI

[gaunt axle]

Hello Everyone! I am doing BTech in CSE and a Data Science Enthusiast.

[misty hemlock]

Hi, I'm Nur. I have taken some AL/ML courses. And I want to learn more here

[mossy jackal]

Hello everyone! I am Abhishek Srivastava from Mechanical Engineering at IIT Kanpur. Always ready to learn new things in ML and AI. Happy to Collaborate 😄

[bitter nexus]

Hi everyone! I'm data science student and i'm exicited to learn new things here

[turbid ingot]

Hi, this is Haidar here, i want to learn AI/ML to make real life projects

[viral nova]

Hi, My name is Joshua.
I am a data Analyst, I am here to increase my knowledge about AI/Machine learning and understand my role in a machine learning projects and possibly venture into data science if need be.

[fluid palm]

hi everyone, my name is bhavani...an AI/ML enthusiast. Here to improve my knowledge of AI/ML

[mild mica]

My name is Mirzo.

[timid pilot]

Hello

[quasi kiln]

Hello everyone. I'm a student new to AI/ML and kaggle. I wanna explore this field a lil bit more and improve my knowledge 🙂

[agile cave]

Not a big fan of Gemini

[agile cave]

Python is your new BFF

[north elm]

hello, people. I'm not sure that it's the right chat for that, so would be glad if you correct me where can i send it
So the thing is, that the required output form in the last exercises on the pandas course (linked below) are not clear enough, and could provoke frustration in the beginning learners. It'd be nice to have some kind of example of the output so that people knew what to achieve when completing the exercise)

https://www.kaggle.com/code/vladyslavhubanov/exercise-summary-functions-and-maps/edit

[high lotus]

Guys I am stuck with "Regression with an Insurance Dataset" competition ,it has 1,200,000 row so when I visualize the data I cannot understand anything so I cannot remove or handle the outliers and this is my first time to deal with such a big data so any suggestions ?

[cold pulsar]

Hey everyone, I'm Maxwell Adeniji, a current college student who's just begun exploring the field of AI & Machine learning. Pleasure to meet you all

[kindred pelican]

Hi guys, I'm Thai from Vietnam. I'm a salesperson, and I love studying AI to boost productivity and success in my work. I hope to learn as much as possible from you all around the world.

[mild jackal]

I fine-tuned Gemma for brain-rot dataset for fun - https://www.kaggle.com/code/shreeshabhat1004/finetuning-gemma-on-brain-rot-language-for-fun

[raven veldt]

Hi Everyone, This is daniel from Chile. i am an experience Sales person and director that used ML/AI since 2007. I ve applied these techniques to increase the productivity of my team, automtizing leads cqualification, generation and customer services.
A couple of years ago, I decided to move to the IT area full-time and I am trying to create new solutions.

[uncut rose]

Hi, Everyone. Now, I'm using features of HMM for prediction of time series.
But, that doesn't work well and i consider some reasons.
So, i want to discuss about HMM with somebody who knows hmm well.

[midnight flower]

Do visualizations like density plots, or bar plots or box plots to check for outliers

[hallow pewter]

kaggle down?

[hot osprey]

Hi Everyone! I am Vinita Jain, I have been into tech and product management and product marketing. I am here to learn the magic behind LLMs and AI.

[ancient shell]

how is the lux ai competition related to neurips

[valid mauve]

Hello all, I'm Sheldon and I'm new to Kaggle, AI, and LLMs.

[tulip ember]

Hey All, I need some suggestions on a good laptop for ML processing. Any suggestions?

[tame jacinth]

Hey Everyone! I am Vrajesh Sharma, 2nd year CS Major. Volunteering as Machine Learning Lead in my university coding club.

[topaz rain]

hello i'm new to kaggle, 2nd year undergrad in computer science hoping to gain knowledge from you all

[trail vortex]

I’m getting a URL fetch error

When I’m using keras in my kaggle notebook

from like storage google api

[slender turret]

Hi, everyone! I am Atul Gaurav, I am new to kaggle , i have completed my masters degree in mathematics and want to pursue my career in data science

[pulsar ermine]

Hi all! I'm geospatial data scientist and environmental consultant and I love to cranch data, currently a PhD stundet and I'm here to learn how to build an LLM model

[winter seal]

Hi, There is a problem today in Kaggle competitions? im trying to upload a model and is getting stucked.

[agile ferry]

oh mathematician in ur house!! From which college?

[slender turret]

Nalanda Open University, Patna

[agile ferry]

Great!!

[fast raptor]

hola am new here i don't understand a lot about artificial intelligence engineer but its my goal to be one of this great people . i don't even understand what a model is am just stuck learnt basics on python 😭 am a learner and a reader. please if any of the senior can help guide me with a lil bit of time they can spare i would be greatful

[hoary wyvern]

Hello, I am a recently graduated PhD student in Neuroscience looking to break into the Data Science community!

[agile cave]

Everything under "Learn" on Kaggle site is a good place to start. You'l build the fundamentals, step by step. Good luck.

[wanton frost]

Hi all, I'm an NLP researcher and joined the discord to do the 5-day gen ai intensive course.

[hallow horizon]

Hi everyone, I'm a student and here for the 5-day GenAI course

[gusty sparrow]

Hello im very new in this space, i have many doubts is there any one who can help me understand thing here please

[lavish flame]

Hello, I am a web developer. I joined the server for the 5-day GenAI course, to build connections and participate in competitions as I take steps to fully dive into learning ML/AI.

[lavish tapir]

Hi, I'm a software architect and software developer. I joined for the 5-day GenAI course

[arctic mural]

Hello, im just very interested in this field and decided to pop in and connect!

[peak umbra]

Hi, I'm a new student an interested in data

[plucky fable]

hello!

anyone can guide me on a good resource to learn pandas???

[lime seal]

Hello, I'm second year master student in Belarusian State University. I study Intelligence Systems

[odd flame]

Hello, kagglers, assemble! Done a lot of ETL on data in my time. Time to spice-up my game, because the AI wave 🌊 is going to be fantastic to ride 🏄🏼

[leaden sable]

Hi, I'm a data analyst and joined for the 5 day course.

[oblique summit]

hey, I'm a second-year undergrad student joined for the 5 day course

[pale mesa]

Hi everyone! Is there any thread where we can discuss the errors which are coming while running code in notebook?

[trail vortex]

why is it that when i press "Run All" in my notebook and when I shut down my computer after saving. It gives me an error when I try to resume running from the cell that it stopped at it forces me to restart by Running All over again

[shut ledge]

hello

[median cove]

Hi, I am Jaweria, an IT graduate, have a passion for working in the data field.

[dusty lake]

Hi buddy

[steep wing]

Hey! I'm Sahaja, here to connect with like-minded people. i'm a student and intern,currently learning data science...

[agile ferry]

Great!!

Share ur experience how do u get internship?

[vestal ibex]

I fine tuned Llama8B and want to fine tune the 70B, please help me with an advice, It's first time to move to this size, I supposed to use RunPod.

[severe storm]

nice to meet you jaweria

[sinful snow]

Hi, I'm a new student an interested in ML engineering

[polar nacelle]

Hello! I am a grad student studying data science finishing up my last SQL and ML course. Interested in bioinformatics/psych/medical devices/clinical research

[wary oyster]

For a beginner what are the keys steps... To start ML & AI

I am familiar with python know a bit of numpy ,pandas and matplotlib.... But what's next...!!?

[wary oyster]

Kinda know about it... But matplotlib does the most of the work

Like EDA or something...!?

Currently for reference I am referring "Hands on ML with sklearn and keras" by O'Reilly.... Is it good..!?

Ohhk👍

I will check on it

@visual tide for now I am learning it by myself... Is there any resource out there from where I can learn from scratch

[wary oyster]

Thanks for the Info🙂.. @visual tide

👍

Have u learned all of this by yourself... Or had done some course..!?

Ohhk.. Can u tell me about some of the courses u have done

[severe storm]

Pandas profiling is best tool for auto EDA

[severe storm]

Go through IBM data science professional certificate then all courses from deep learning.ai step by step

[wary oyster]

@severe storm .. Yeah I will check on it... Thanks for the info🙂

[vital bear]

how do yall upskill ?

i do not understand what am i supposed to do to begin with ?

[wary oyster]

As a beginner ...what I do... Is just collect data from kaggle dataset Or fetch data from an api... And try to anaylse it...i.e.plotting graphs, using mathematical fuction from numpy and more of this....

For now I just know this much so... 😅😅

@vital bear

[supple coyote]

Hello, I'm new and I'm here to further refine and enhance my data science skills. I’m planning to create a new Data Science portfolio and would love your suggestions for tutorials or project ideas, especially those focused on the banking, insurance, finance, and trading sectors. I’m particularly interested in projects that explore risk analysis, credit scoring, fraud detection, or stock market predictions.
If you have any recommendations or resources to share, I’d greatly appreciate your help. Thank you in advance!

[mint flicker]

Hi guys, i am too confusing on finding whether the particular column is MCAR or MNAR or MAR. How to identify

[zinc fox]

I am a researcher and data analyst . have more then 24 years of teaching and research experience.

[supple coyote]

any idea ?

[safe python]

I am looking for people who are interested to share their knowledge

[safe python]

Hi, the best place for you is: https://neuraldemy.com/get-started-in-machine-learning/

[minor cedar]

Hi everyone!

Are you studying AI, ML, or robotics and eager to turn ideas into reality? We're seeking motivated students to help create a groundbreaking tech product’s Minimum Viable Product (MVP).

Why Join?

1. Hands-on experience in cutting-edge AI and robotics development.
2. Build your resume with real-world projects that make an impact.
3. Flexible hours to fit your college schedule, with remote options.
4. Mentorship to grow your skills and potential long-term opportunities.

What We’re Looking For:

1. AI/ML Enthusiasts: Python, TensorFlow, or PyTorch skills are a plus.
2. Robotics Fans: Experience with ROS, Arduino, or Raspberry Pi is great.
3. Problem Solvers: Creative thinkers ready to innovate.
4. Apply by 12/31/2024: Send your resume, a short intro, and any project in a direct message!

Join a team where your ideas matter! Looking forward to meeting and working together!

[gusty knot]

What kind of knowledge?

[glad talon]

I am a student and researcher. with more than 15 years of experience in programming.

[wary oyster]

Yeah... I am ready to contribute... DM me... What I have to do...!?

[minor cedar]

Is anyone interested in building an MVP of an AI product?

[vocal hare]

Hi guys im new in this field and im currently learning by making small projects like movie recommendation system..and i want some guidance....i want to merge spotify recommendations with movie recommendation...like yk if someone listen to this type of music they can also like this type of movie....and im kind of lost...just with this idea in my head...can anybody plz guide me on how i can approach on this..there soon will be a project exhibition in my cllg and i really wanna showacase this....

[scenic pond]

can some take a look at this and tell what wrong .

context :- trying to finetune using Axolotl Ai

here is the notebook :- https://www.kaggle.com/code/singh008/axolotl

[fair marsh]

@coral hedge The announcements blog link is 404. The blog link in the leaderboard is correct ( https://deepmind.google/discover/blog/facts-grounding-a-new-benchmark-for-evaluating-the-factuality-of-large-language-models/ )

[icy jolt]

Hi, I'm currently researching game AI's for a project I'm working on, and I'm curious if there are known ways to represent states of different but similar games under some generalized representation. Think how a game like chess could have a similar representation to shogi.

[short wedge]

You might be interested in Gymnasium, the evolution of OpenAI's old RL Gym https://github.com/Farama-Foundation/Gymnasium

Kaggle uses a similar concept for our simulation competition environments

Not exactly what you are asking for, but sort of in the same ballpark

[icy jolt]

Not quite what I'm looking for unfortunately, I'm looking for some type of framework with a little more structure. For instance, AIs for card games will typically use "amount of cards in hand" as a common heuristic to evaluate decisions. I'm looking to see if someone has generalised this approach for multiple games, such that one system can represent multiple types of games.

[bright quartz]

upon importing sweetviz, and using this function, getting error -No module named 'pkg_resources'. what's missing ?

[wild pine]

Hi. Could anyone explain to me how to webscrape? I'm trying to gain authorization (an API key I think?) to scrape some data from MAL to bolster a data set I'm working with

[deft lynx]

@wild pine webscraping is like a bot simulating access to a web page, perform login etc and download etc as though a human is there. Python selenium is a good library for tihs.

[wild pine]

thank you for the advice. i understand that making requests very quickly for data may cause problems for webscraping or maybe cause an IP ban. do you have any recommendations on how to circumvent that issue? I heard about adding delay but i was wondering if there were other methods @deft lynx

[fleet umbra]

Is it just me or is kaggle website crashed

[wary oyster]

Try using different proxies... Here's the source where u can find them https://www.webshare.io/?referral_code=bui3w0gh4hdh

@wild pine

[teal slate]

Hello, i'm new in kaggle notebook, if like this the gpu is working right? why this so slow?

i mean my dataset isn't much either

[wild pine]

Thank you for the help!

[azure slate]

You’re not setting the tf environment to use the gpu

[azure slate]

Use tf.config.list_physical_devices(‘GPU’)

Also run this line right after you get the packages to ensure it works best

[teal slate]

so it's not enough to just activate this?

[azure slate]

No

Also use the p100 GPU

Because you don’t need to define a strategy because it’s only one gpu

[teal slate]

ohh all this time I used t4 gpu

[teal slate]

so after select p100 i should run this in cell?

[azure slate]

Yes

[azure slate]

But first you have to import the modules

Then run that line and then run the rest of the code

You should see a message after you start the model.fit that says something about xla and compute capability

You can see that it’s using the GPU if the usage goes up in the top right corner of the screen right below save version

[teal slate]

so because of that i got this message? this messege i got from i use gpu t4

i don't know what is that, I just ignored it

[azure slate]

That should be fine

I would suggest using the p100 but it should be using the gpu

[azure slate]

How big is your model?

[teal slate]

i use resnet50 model

[azure slate]

That’s why

Cause it’s really big

[teal slate]

so the problem not from the gpu?

[azure slate]

It might be

But if you run that line of code then it’s most likely the model

What are you trying to do

[azure slate]

Cause you may be able to do a basic cnn model instead

[teal slate]

ohh ok

[teal slate]

i'm just trying with more augmentation after augmented before with imagedatagenerator, maybe this is also one of them, but it shouldn't be this long

[azure slate]

I mean with the resnet model

[teal slate]

oh sr, i'm trying to classification fish freshness

[teal slate]

oh yea thanks for the solution

[azure slate]

You can probably just make a simple cnn instead

But do whatever you think is best

[pale dragon]

what can be the possible reason for failed submission in a competition, if the version saving have no error.

error: Notebook Threw Exception

really can't understand much via explanation given in Faq.

[flint aspen]

guys im just lost in the case of gen ai , i dont know where to start a project for gen ai , should i download a qauntised open llm model and do a streamlit app project or can i do something in google collab

[deft lynx]

Hi @flint aspen you may want to try this to get an overview https://www.kaggle.com/learn-guide/5-day-genai

[pseudo meadow]

How do I learn neural networks & LLMs after I learned basic python? How do I make a good CSV dataset? Any good resources?

I'm not sure what goes next? I just know Python Basics.

[wary oyster]

Start learning libraries like Numpy, pandas, matplotlib, seaborn etc.

Then start EDA...then Preprocessing

Right? @visual tide

[haughty sand]

THe best way to learn is to do. Just throw yourself in the deep end. start with basic binary classification models, or simple regression tasks. Read on Linear Algebra if you want a deep understanding, All Machine Learning is just matrix multiplication and linear algebra at its core.

[agile cave]

comprehensive in terms of tools that wil be the most useful, what they are, and how to use them. All source is Python. As pithy as can be and modular. Good starting point, if you work through it.

[teal slate]

Hello guys, I've reached the 30 hour limit for gpu usage, but why can it still turn on? it won't be any different than before when it wasn't limited?

[agile cave]

A gpu is like having several cpu's that can process operations on several variables, simutaneously (vs one at a time). Albeit the operations are a little more restricted in terms of complexity of those operations. Imagine a one cpu for each pixel on the screen. If your bogging down the GPU, chances are you have to many parameters being processed per layer in your network. You may want to do a little feature enginnering maintenance to reduce parameter count of inputs.

[past helm]

i've been doing ML for a few months now, made a few decent projects, recently started doing DL. the way im learning is totally random and unordered, i just learn the stuff that comes to me, or just shows up to my screen somehow or i search and learn about it after reading it somewhere. i'm not following any sequence or course-like structure for ML. sometimes im not even sure what i'm doing, there is no stability. sometimes im doing genai stuff and sometimes DL.

i really doubt if this way of learning is going to work out in the long run. is it common among AIML peeps or what?

sometimes i see someone talk or write about a topic "X" which belongs under topic "Y", i have studied this topic "Y" but never heard of topic "X". this type of thing happens so many times i feel like i dont know enough to claim to know ML. it feels like i just have superficial knowledge that gets things done 'somehow'. i truly wish to understand the concepts in depth and build cool stuff.

i think i belong to the 'practitioner' part of AI instead of 'research' part of it but i still want to understand the core of everything it covers. really need some expert advice here, i dont want to depend on any college curriculum or university courses but i want to learn it all by myself through online sources or books. i want to get to the rare esoteric parts of knowledge in this field.

i know i might be sounding confused above but yeah that's it, please someone tell me how should i modify my learning methods and stuff...

[agile cave]

A heavily illustrated book about ML algorithms. The visuals designed to help even a Math phobe grock what's at play when employing ML algoritms. And connecting to "Topic X" and "Topic Y".

[past helm]

do you have its pdf?

[teal slate]

sooo i still can use that even already limited?

[agile cave]

I have the hard copy. Its by "No Starch Press'. I'm sure you could find a copy

[past helm]

okayy, i'll try. tysm for suggestion.

[agile cave]

Either, you are processing too many parmaeters, or the processing for each is complicated. A gpu processes several parameters simultaneously, that's it strength. Like I said, it's having several cpu's working simutaneously.

gpu's 😂

[agile cave]

The submitted file size is too big ; the RAM usage is too big ; the disk storage space , used for intermediate spaces surpasse the limit. Big hurdles for Chess challenge, btw.

[north elm]

Hey, nice strategy)
I'm kinda doing the exact same thing now, but I'm only starting at ml. Previously I was learning webdev with Odin Project. I really liked the resource, but didn't like the topic. Now I just dare to try to build myself in a similar way in ml, searching for info on my own and that kind of thing.

I wasn't that much in the field yet, and just glad to see a like-minded person 🙂 Good luck

[past helm]

best of luck to you too

[agile cave]

My first "succesful" AI project was an AI drum mcahine, that could learn from 3 examples. Next three about building an algorithmic trader. I don't think you can truly understand the algorithms you are working with, or can use, without working with them and using them.

Things such as, ANN's at best approximate ; Graph are great for featuring enginnering for them, as long as graphs arent too deep (dimensional count); and other fun stuff

[pale dragon]

is it only for me? region-india

[cerulean trellis]

only you

[pale dragon]

true

[hearty obsidian]

hi

[shy kestrel]

hi

[digital finch]

Are you people able to use ctrl + / to comment out code?

[slim summit]

what do you guys think the correlation between road width and accident rate

[dull fractal]

hi

[inland jolt]

There is not much .

You should check it by data itself. If you have road width in integers, you can make a new feature, foe example ratio of them and see if ant relationship exists .

[agile cave]

Vague. First you analyze it. And then you figure out a way to use it, if you want. It may correlate in situations with other factors being in a certain state. And not with others, for instance. Again vague: how are you trying to use this?

[sand sable]

Hey guys i am from Ghana trying to study Data Analysis...

[dusky geyser]

Hey everyone! 🥳

I personally think Jon krohn covers and explains in simple and technical ways. As well as coding, and Math behind ML/ AI.

Here are the links :
youtube - https://www.youtube.com/@JonKrohnLearns/playlists
oreilly - https://learning.oreilly.com/search/?q=author%3A"Jon Krohn"&rows=100
(Note: you can use free trial for 10 days, no credit card required)

ROADMAP for ML/AI - https://www.youtube.com/watch?v=H-RKfV2ZJbI&list=PPSV

[brittle pike]

Hey everyone, nice to be here. Hope I can learn a lot from you. @portugal

[last forge]

Hey guy, I am Rishi

[boreal pilot]

Bonjour

[little bay]

Hii, please who works on loan default data, like how do you handle outliers?
I applied log1p but it seems still I have outliers. Let's help or share resource that will help

[golden meadow]

Hi everyone. I am from Switzerland wanting to learn about gen-ai

[outer shadow]

Hi everyone, I am jatin. I am from India. hope to learn new thing about machine here!

[severe storm]

After normalization of data if still it exists then remove it

[charred remnant]

Hi

[lost iron]

Hi, I am Aqsa 3rd year CSE student, Interersted in data science & ml

[little bay]

Thank you

[bright notch]

Hello

[foggy flicker]

Where the competition channels?

[agile cave]

check out everything on kaggle.com under learning

[visual summit]

Hello, I am still at a starting point with data analysis. I am not sure what I am doing, its not college anyway. I am learning on my own from the internet. There are a number of options and I am not sure what to do. I have access to kaggle, which I find a little confusing at times. Learning Python and data analysis at the same time is a little harder than just the one. I have access to another online learning tool as well that covers BI tableau, python, sql, excel and other stuff. The thing is, where should I start. I thought that knowing how a database works would be a good place. Then SQL. I have spent some time on BI and found myself following instructions with no real idea of what I was doing. What is the most basic thing I could do to get started in data analysis?

[agile cave]

SQL was a language developed to manage and search large databases. Used by big companies in the past. Honestly, not much use for SQL in this field nowadays. First, master rudimentary Python, and then its libraries. Pandas is a popular Python database library/api, btw, in ML field. Other Python apis, in terms of ML, include scikit, numpy, tensorflow or pytorch (for neural network type stuff).

[agile cave]

you'll thank me later 😁

[kind geyser]

Hi @coral hedge
I am very eager to know if there will be season5 for playground series starting Jan 2025.
Can you enlighten us about it ?
Happy holidays and a very happy new year

[slim summit]

its for discussion only 😅 i think it would be fun thinking about those

[slim summit]

i see

[slim summit]

its my shower thoughts.. since its #💬┊general channel so im thinking if i just discuss about some interesting problem

[midnight plinth]

Hey everyone, I am a newbie to GenAI and I am struggling with something, it would be great if someone could help me with this!

My code snippet is

from pprint import pprint
user_msg = "Hello, what can you do?"
state = chat_graph.invoke({"messages": [user_msg]})
for msg in state["messages"]:
print(f"{type(msg).name}: {msg.content}")

And the error I am getting is:
TransportError: Failed to retrieve http://metadata.google.internal/computeMetadata/v1/universe/universe_domain from the Google Compute Engine metadata service. Compute Engine Metadata server unavailable

The error is arising at below line of code:
state = chat_graph.invoke({"messages": [user_msg]})

Everything is defined properly and I installed the required libraries too, but I still keep getting this error

[devout path]

https://books.google.com.np/books?id=HHetDwAAQBAJ&printsec=frontcover&redir_esc=y#v=onepage&q&f=true

[severe storm]

Hi I want to build ai based climate change awareness app for public, I need some suggestions technically and ideas thanks

[heavy condor]

Any other rookies out there who want to learn together and that way be more motivated. Perhaps even finding a future teammember for competitions? In that case join our rookie server, to share information and keep learning together. https://discord.gg/6rhaPrJR

[teal slate]

Hello, Why is it that my output results can't be downloaded, I've clicked but there is no response

[foggy flicker]

How do I resolve this, sorry don't got any experience with training in batches or sliding window?

[agile cave]

process it in chunks VS all at once

[wicked berry]

Does anyone do freelancing or teaching

[atomic carbon]

Hi, I'm new to this discord

[grave pasture]

Hi New to discord . I am learning DS and AI

[ancient shell]

is scoring counted into my gpu quota time?

so e.g. if I submit a notebook which will take 3h to score (e.g. on AIMO competition)

then do I lose those 3h from my quota?

[slim summit]

a

[naive wing]

🔥 Ready to Level Up Your Career? 🔥

I’m launching a Podcast Series, and for Episode 1, we’re bringing on a Microsoft MVP (Most Valuable Professional) to answer YOUR questions! 🎙️

💡 Got burning questions about:

• Career growth in IT
• Landing internships at Microsoft
• Top skills for the tech industry

This is your chance to ask AND get a shoutout in the podcast! 🌟

📅 Episode drops the first weekend of January, so don’t wait!
👉 Submit your questions now: https://forms.gle/5XeguZpPCino12ij6

Let’s make your questions the highlight of this episode! 🚀

#PodcastSeries #MicrosoftMVP #TechCareers #AskMeAnything

[grave robin]

Hello

Any one available for 2 hour quick app building session

Trying to get someone to help me out

[nova merlin]

is there any kaggle api for http requests ?

[wary oyster]

U can use rapid api

@nova merlin

[nova merlin]

can u tell particular api related to kaggle there ?

[wary oyster]

Like what type of data u want to fetch..!?

@nova merlin

[nova merlin]

like any random competition link

also maybe filtered by tags just like we would search in site

[wary oyster]

Srry Idk

Here's a website called Rapidapi from where u can fetch any sort of data

[wary oyster]

To work on for practice 👍

[nova merlin]

wdym ?

(though yeah similar to tle bot for cf) i need a good api

[nova merlin]

Is it bad practice to run jupyter inside miniconda environment ?

[pliant sand]

Hi, I am new to Kaggel and Discord. I am learning ML and LLM

[inland raptor]

hello everyone

[zenith wave]

Hello Everyone. I'm new to Kaggle. I am interested in learning GenAi and LLM

[nova merlin]

but no such api for kaggle available

do anyone knows a proper way to access kaggle api via python ?

also i m getting authentication error

can anyone tell how to fix ?

[main blade]

Can anyone give me best ml projects so, that can writedown in my project ?

[sand sable]

Merry Christmas to everyone who celebrates this season!

[uncut rose]

Hello, kagglers.
I have one question.
I need to make a news sentiment ananlysis tools.
Now, I have 2 methods, first method is to use open source models such as deberta or roberta and second method is to use HMM(I heard IBM used this method).
Which method should I select?

[nova merlin]

It's only for datasets n models

Not much it offers for competitions except downloading

[foggy flicker]

Any blog on how to do it as such for XGB?I haven't really done it before

https://xgboost.readthedocs.io/en/latest/tutorials/external_memory.html

This wht I got frm Googling a bit bit any feedback is most welcome

[timber dew]

Anyone knows of a good notebook for a severely imbalanced (90/10 or even more) tabular classification problem?
Would like to see what strategies are being currently used to mitigate class imbalance in extreme scenarios where simply adding class weights is not enough

[agile ferry]

Hlo Guys!!

[rocky spoke]

Hii guys i've recently started doing kaggle playground series competitions(for regression and classification ) can someone guide me regarding deep learning competitions as i have basic deep learning knowledge

[brisk cipher]

Hello everyone, My name is David, I study Business Information System and passionate about the AI. Nice to meet you all. I based in Adelaide, Australia.

[nimble sequoia]

Hello

Failed intro to programming
Made and lost 25k on crypto
What’s good

[agile cave]

Depends. Do you want to generate comprehensive summaries of news sentiment, in terms of words, or actionable values to be plugged into a predictive system? You may want to look into BERT for tokenizing/ vectorizing / quantifying words in general (just to grok).

[agile cave]

In the beginnings of AI, (hardware) resources where limited, so ANNs were usually 2 or at the most 3 layers deep. With better hardware they got deeper. Also, wide and deep strategies became used, like including all the hidden layer outputs to the final output layer, not just the last. That and several parallel channels of hidden layers. And layers with more complex functionality. All "impossible" on older computer hardware. This is what is meant by Deep Learning.

[agile ferry]

Hii Man! I have a question!

[agile cave]

What I'm saying, is create a loop that processes your files and prints results, one by one. So after train_path = ... , then you run a loop for printouts

[agile cave]

go for it

[agile ferry]

dm u!

[foggy flicker]

But I need to train on the whole data..

[agile ferry]

How much i need to learn for applying for internship!

[agile cave]

alright, what are you trying to accomplish here (in code), in plain english

[agile cave]

I'm not sure what this means

[agile ferry]

How much i need to learn ml/dl for applying for internship!

How can i learn so i can get my first internship!

[foggy flicker]

Train using XGB model on large data for Time series forecast

[agile cave]

I really have no answer for this. Brag about your accomplisments on Kaggle on Linked? You can just get good at it here, and make money winning competitions. I get work through word of mouth these days

[agile ferry]

how much i need to learn?like tools topics?

framework!

[agile cave]

Becoming fluent in Python is important, as most books about ML invovlve the use of Python and it's APIs: sci-kit, pandas, numpy, tensorflow/keras, pytorch. Most specialized libraries use the language and these libraries. So staring point? I'd recommend this.

If you get an internship with NASA, a little familiarity with C, C++, and assembly wouldn't be bad, but you not there yet

[agile ferry]

Ok!

[agile ferry]

nowdays getting internship is hard they wants so much skills!

[agile cave]

I like Python for it's ease of prototyping. You can always translate the protype into another domain language, quite easily

[agile cave]

The limitations you are getting is because the amount of data you are trying to load into RAM exceed the limitations on the cloud (you are using)

[foggy flicker]

I am aware, but any way around?

[agile cave]

perhaps, write it to external source (i think you have external storage for your account), and read it as necessary

i'm still not clear what you are trying to do though...

I'll confess. Don't know what an XBG is. I exclusively use ANN's to find solutions, and work with these

[foggy flicker]

taking part in the Jane Street competition & trying out some of the sample notebooks

[foggy flicker]

XGB = Gradient Boost

[agile cave]

this i got

[agile cave]

heard of it, but unfailiar with it

[foggy flicker]

thing is gradient boost generally need all data on memory for training

[agile cave]

Checking it out now, XBG is a classifier algorithm, or feaure extraction algorithm...

[foggy flicker]

yeah, can be used for predictions as well