#💬┊general
1 messages · Page 20 of 1
I can feel your frustration, even great leaders and programmers and great companies around the world are complaining but it is not the only frame of reference VR watching it is only the generative AI but what about Agentic AI?
Helllo
Hi everyone!
I'm conducting a research about the impact of AI on students' intellectual autonomy. If you're a student in higher education, it would be super helpful if you could take a few minutes to fill out my survey.
👉 https://forms.gle/XN7P1CoGVgJL4nVq6
Thanks for your help!! 🙏
Wft bro I really give this test in 2025
5 days ai gen but id has deleted 😕
Hey guys Anyone have any Internship Or refrence of Job Opening? Pls let me know
Hi! Everyone
I'm Mayank
Hii , new here
Hi
Hi Everyone
Hello Everyone
Hello
yes
💀
My fielding set
Hi everyone,
I accidentally deleted my google account this link Kaggle 🙃
remove this use that
@pure rapids why you clapping 👏
nothing nothing just understand bro
Sorry 😞
hi,
??
...
I am a phd scholar at IIT Bombay
Hi everyone
good bro
I am a college dropout and currently learning AI and programming. Also like to do CP.
Looking for people serious about doing DSA daily in Python.
Starting a focused group where we:
• solve problems consistently
• share daily progress
• help each other when stuck
• discuss approaches and optimizations
• prepare together for placements, internships, LeetCode, and Codeforces contests
Whether you're:
- a college student preparing for placements
- grinding LeetCode daily
- aiming for competitive programming
- or just trying to stay consistent
—you’re welcome.
Consistency > motivation.
DM if interested.
I am interested
dmed u
Okay
Hiii
if anyone is interested in writing a research paper(must be proficient in ml dl) then lmk
hello i would love to but im not proficient but knows the architecture and core logic of ml/dl
hey everyone I'm a BCA student intersted in AI and ML/DATA SCIENCE.
Hii Everyone,
I am Vaagisha Thakur. I am currently persuing BTECH and I am interested in exploring AI agents.Although I am new to all...I look forward for your help and guidance.
hello everyone, I'm Reda. I'm IT engineer interested in AI agentic field.
Hi everyone, I'm Mohammd. I Am interested about learning automations AI agents.Although I am new to all...I look forward for your help and guidance.
Hey! 👋
We’re launching something called Bariq AI — an AI platform that helps creators and businesses generate hooks, captions, reels, ad copy, and marketing content in seconds.
Basically:
Idea → Content → Growth 🚀
We just opened our early waitlist and it would mean a lot if you joined and supported us ❤️
Join here: www.bariqai.com/waitlist.php
Would love your feedback too!
Ok
Hi
Hi all!
hello
Who's ready to be apart of the next industrial evolution?
Hi guys! can't wait for the upcoming ai course!
I am ready for this course
hiii
Hey when will upcoming course start?
has the live stream started?
We don't have to join it Live.
Course teachers are on US Pacific Time which is after midnight for most of us. If going by past 2 runs, that is. The time would be provided before each lesson commences when staff announces it, converted to your local timezone.
hii
When this 5 day course starts
Hello everyone!
Coursera Premium Subscription Available
I enrolled in Coursera on November 5th, and my subscription still has over 5 months remaining. I am offering this account for purchase — if you’re interested, please DM me so we can discuss the price.
With this subscription, you’ll have unlimited access to courses across any field or topic. Learn directly from world‑renowned institutions such as Harvard, Duke, Google, IBM, and many more. Each course comes with the opportunity to earn official certificates from top universities and organizations, recognized globally.
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Hi, could you please let me know when the training session will start?
Hello
Hello, currently on day 4 - The content is good but the labs are a waste of time, all the code seems to be outdated, i spend to much time figuring out why it fails, the Notebooks should be updated or just simple retire this course. I came to learn but the experience is frustrating. If someone knows how to make the Day 4 - Fine tuning a custom model work please i appreciate the help to at least finish this lab.
Training session for what?
testing to check my roles
Is the 5-day Gen AI course and AI-Agents Course still useful to go through? I have a BS in CS but don't have any practical experience with AI/ML.
Hi guys, why is there no info about time for https://www.kaggle.com/competitions/5-day-ai-agents-intensive-vibecoding-course-with-google ?
hi
It's 15 june
@karmic mirage hoiii gramps 👀🐣
do you want to learn about agents? then yes. if not, no. You can look at the previous course from November to get an idea of the depth and breadth. It's pretty incredible.
what time? The course is self-paced. If it's like the last one the only time-sensitive will be an optional-to-view Youtube livestream.
Whomst else is hype about bioinformatics// the agritech component of the upcoming event omg 🤩🤩🤩
hi
hello
Hii
Hiiiiii
Hiii
Hiii
Hellll yeahhhhh
yoooooo
yooooooo
hello all
Heyyy
hello
5 days vibe coding is going on
Where is there link
Anybody can tell
Where want to see
hello
@floral vessel yt video
hello
h
Greetings everyone ! I am a high school student who loves machine learning . I have recently made a nn in C++ . Hopefully , everything is correct . I am just learning , that is not meant to challenge other giant frameworks :
https://github.com/Hasib27-gg/A-Simple-and-Small-Deep-Learning-framework-built-from-only-C-stl-
I would be glad if anyone teaches my mistakes .
hi
can you send the link
the course will start on june 15
Hi all, I'm a data scientist working in the media industry. Current working on a hackathon submisison.
there aren't any notification or mails are sent
Have patience, they haven't mailed anything yet
fahhh
python is enough as per the course's scope, try to dig in to apis a bit tho
Yes I have experience with them but have to brush up. Question there are so many systems from docker to VS Studio etc.. to Google cloud I believe (new to the workspace). how do you decide or is it by project?
I have certificate 5 days gen ai kaggle 😁
Hello!
I recently opened a PR for the Kaggle CLI repo. Which channel would be the right place to ask for feedback/review on it?
well I already asked this question in #early-access-benchmarks-local-development
but I'd thought no one had visited so decided to ask here
Hello
Hello,
I’ve just started my data analytic journey and I’m in my final year of graduation.
I wanted to know what projects to do and add to my portfolio so that I can attract recruiters.
hello
hello everyone!
They'll run the codes in the course particularly on "Kaggle Notebooks", or we also call them "Jupyter Notebooks".. you can find tutorials on them pretty easily
guys what should i trust i have two model one give me 84.7 in local auc another give me 83 in local auc, but the 83 one gives me 85.7 in public leader board and 84.7 only gives me 84.1 in public leaderboard
maybe I can help with that
hello
hello
Hi, can I dm you to discuss this further?
yeah bro feel free to do that
Hey everybody
what are some problems with medical ai
other than law its like one of the only fields where ai isnt able to crack
hello
nice question
I was thinking of bulding like an agentic infra for medical field
like uk doctors have to file so many records
mostly in paper
and the data in most hospitals is unique and some are disorganized\
- Bad or Biased Data : AI is only as good as the data it learns from. A lot of medical datasets:
"come from limited hospitals"
"overrepresent certain populations"
"have inconsistent records"
"contain labeling mistakes"
Example:
An AI trained mostly on adults in the US may perform poorly on:
. Indian patients
. children
. rare ethnic groups
. uncommon diseases
This becomes dangerous in healthcare.
yeah that too
impressive
your idea is good bro
ty 🙂
so you understand 1 point
now there are many points
like : Human Bodies Are NOT Standardized
Small Symptoms Can Mean Huge Things , Rare Diseases Are Hard , Explainability Problem (“Black Box”) and lots of more bro
and due to lots of data AI Can Hallucinate
Medical field is a field which literally requires human mind
black box is also a crazy problem now coming in tesla too
yes yes
like there was this article
they deleted tesla autopilot code and replaced with ai
so if car accidentally crashes
there is no way of telling why
Hey everyone, I am a 1st year B.tech EEE student and I am interested in web/ app development...
Currently I am looking for like minded people who are serious about their goals and who are into coding, hackathon, learning together then dm me
ohh
EEE student damm
Electrical and Electronics Engineering🫡
Yes bro
wbu means
Ohh sorry I mean you are from which branch
CS
Year?
I am graduated bro
hello
Hi everyone! We're conducting a research study on "university students' exam preparation habits" for our data science course.
The survey takes only 2-3 minutes to complete and your responses are completely anonymous.
If you'd like to support our research, please click the link below:
https://docs.google.com/forms/d/e/1FAIpQLSePjo3anVlXPmcJnCAJocH78TYaRCD8-K8dopo4KgNo0if1MA/viewform
Thank you in advance for your participation!
Hi I'm new here
Will the vibe coding challenge require us to strictly use google's ADK or can we vibe code agents using langgraph?
hi
You'll have creative freedom, but as backed by Google, they'll prefer google ask 🐣🐣
can someone please give compute for my startup project ?
Hello World!
I am a beginner i just started my software engineering journey and this year will be my first year in CSE. Right now I’m learning web development and starting Python as well (just for this coarse). Before the course starts, what things should I prepare or learn beforehand to understand and benefit from it better?
Which course are you referring to specifically? All courses on Kaggle Learn are self-paced.
Mee to
First clear your basics bro
Then according to me you should start with python on AI domain
#python_for_everything
hi
Hi
Hi
hi
hii
hi
I have already linked my kaggle account with discord ,yet i didnt recieved agent of discord badge on kaggle
Hi, new here
im insha new to kaggle
hi
same i also new
hoi, it'll start on June 15th, you'll be notified in #announcements
Hello beautiful people
ok thank you
Hey everyone. I’m a 21 into AI, LLMs, NLP, automation, and weird experimental tech stuff. Most people around me don’t really talk about this kind of thing, so I’m looking to meet people who are obsessed with AI research/building too. If that sounds like your thing, DM me or reply here.
🚀 Senior Bidder for US Job
📌 Requirements:
2–6 months experience
Ability to handle a large workload 💼
Senior-level expertise ⭐
👥 Team Size: Hiring 5 members
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📩 If you’re interested in this role, please DM me!
scam
Hi! I'm glad to be a part of the Kaggle community. I'm a student, and I'm really interested in understanding the fundamentals of AI. Looking forward to learning with you all!
Welcome in this amazing community , I hope you find what you are looking for
yeah I can
i dmed ya
hey guys
Hello all, I'm interested in machine learning and physics and looking to find out all that i can !
Built a VS Code extension called Auto Git Sync
It automatically stages, commits, and pushes your code after saving files, so no more repeating Git commands or forgetting to push changes
Made it mainly for DSA, notebooks, and daily coding.
Would genuinely love feedback/roasts/suggestions
Repo: https://github.com/Mabhusubhani001/auto-git-sync
LinkedIN : https://www.linkedin.com/posts/mabhusubhanishaik_i-got-tired-of-typing-the-same-3-git-commands-ugcPost-7462241732450082817-ECzo?utm_source=share&utm_medium=member_desktop&rcm=ACoAAEEbHwkBFaE5Q8Ly8KDVssz4Q0pWZtdgel8
hello
Hello everyone👋. I am a beginner in machine learning and I just finished my first project, comparing 3 models to find the best model to help predict if a tumor(breast cancer) is benign or malignant. If you can review it and give me feedback please let me know. Thank you.
hey are there any ML engineers here? i am majoring in machine learning, and we have a task where we are supposed to interview a ML engineer, so was woundering if anyone could give like 1 minute of their time to just answer some questions, would really appreciate it!
How many of you agree with my point:- Python is going to rule the world and close to becoming the super language and Java will die soon and its funeral will be attended by JavaScript, Rust, Kotlin and Python.
Maybe I can help with this
Yeah python is really going to become super and super but honestly java and other things not going to completely die because kotlin and java still used in app dev
And other stuff too
You can ask Cobol programmers if they think the banks they work at are ever gonna let them transition to "new" programming languages. 🤓 Maybe the customer facing UI/UX ones have been updated, but I'm not sure how much of the back-end have been "modernized".
And what do you think if it is modernized somehow, what type of shift we can see.
Surprisingly for the Fintech arena, the bosses that make such decisions are the most risk-averse folks; because they cannot afford for online banking and their brand gets tarnished with system downtimes.
But I'm looking in from the outside, based on my chats with friends when they gripe about work. I have no idea now how AI might have change their minds or even dug their heels further to not even test the waters.
no lol
Yeah it was , cloude fare issue
Hi guys
the cost to upgrade doesn't worth the benefit, so they just keep using the old pile of shits
heyy im muskaan(she/her) , from india , punjab. Looking forward to connect with y'all.
I am looking for someone who can help me in building some crazy stuff if anyone interested so dm me
what is it?
I am thinking to create an earbuds
hmm electrical engineering bro
because that gif not showing
only link is showing
I am looking for someone who can help me in building some crazy stuff if anyone interested so dm me
I am inviting you all to GlobalThinkTank
A community built for thinkers, builders, creators, and future entrepreneurs.
Inside this server, we discuss:
- Startup Ideas & Business Opportunities
- Company & Startup Case Studies
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- Online Income Strategies & Digital Opportunities
- Future Trends, Innovation & Creative Thinking
Whether you’re:
- A student with big ideas
- A founder building something new
- A creator exploring AI
- Someone passionate about startups & innovation
—you’ll find valuable discussions and like-minded people here.
Our mission:
Turn real-world problems into scalable ideas, businesses, startups, and meaningful solutions.
Share your ideas.
Collaborate with others.
Learn, build, and grow together.
Join the conversation. Your next big opportunity could start here.
GlobalThinkTank — Where Ideas Become Reality
Link is in my bio
A student with big ideas & creator exploring AI
A learner
Hi
hello everyone this is supreethi new beginner in this field have a good knowledge about basic coding and i am afull stack developer too
hi
👍🏻
Hi
i built a tool for developers solving a critical issue. any review and add-ons are appreciated
Reason: Posted an invite
Hi all! I'm happy to join the community and can't wait for the upcoming courses.
Hello emily
Sup yall, I built a research tool, would love some feedback
https://bioscriptai.com
Reason: Posted an invite
hey
Hello all, im new here hopefully we'll get along together!
🔥 HackOn With Amazon 6.0 Team Recruitment
Need 1-2 teammates for Amazon’s hackathon.
Looking for:
• Serious & active participants
• DSA / Web Dev / AI-ML / UI-UX anyone
• 2027/2028 batch
• 6.5+ CGPA
Perks:
PPI Opportunity
Cash prizes
Mentorship from Amazon
DM me your:
• Skills
• Year
• Projects/Hackathon exp
Let’s crack this together 🚀
Hi
Hey! Nice to meet all of you and it's great to be connected here!
Hi everyone,
I’m building AgentLantern, an open-source devtool for AI agent projects.
The idea is to make agent-based projects easier to understand, document, analyze, and visualize, especially when the codebase starts to grow.
For now, AgentLantern mainly supports CrewAI and provides three core features:
- Lantern Docs: generates browsable project documentation from the source code and configuration files, without LLM calls or API keys.
- Lantern Lint: statically checks agent projects to detect design issues before runtime.
- Lantern Play: runs the project and opens a pixel-art runtime viewer to observe agents working, delegating, calling tools, and producing outputs.
The project is still early, so I’m mostly looking for feedback from people working with AI agents, multi-agent systems, devtools, or open-source tooling.
Docs: https://brellsanwouo.github.io/agentlantern/
I’d be happy to discuss here if anyone has thoughts, suggestions, or similar problems in their own agent projects.
Hi, I’m Zeinab! I’ve been passionate about machine learning and deep learning for the past two years, diving into real-world challenges and building innovative solutions. Now i am working on genetic variant interpretation using ML models.
For those who are interested, here is an example video showing the execution of a multi-agent system:
Démo : https://www.youtube.com/watch?v=Rklr86AiKuk
What happens in the console is often not very clear or easy to follow, especially when multiple agents are interacting. This kind of example can help make the process more concrete and easier to understand.
Tool & docs : https://brellsanwouo.github.io/agentlantern/
Hi everyone, I just posted a question in # ask-a-question about building an offline Excel alternative tool and its monetization/pricing. I would really appreciate your insights there!
💯
Looks cool. Hopefully I can get some time to try it out, just ordered my 2nd 3090 for local model orchestration with my 128gb ram, with another possible server connected to it (will only be able to transfer 7GB/S of data due to being bounded by PCIe x4 on PCIe 4.0 ._.).
I have a few ideas on experimenting with fine-tuning in a way that reduces my need to be the arbiter, but for certain reasons I am a little hesitant to make my architecture 🙃
Curious about your setup. 128 Gb of ram in a mac ?
Linux, 4 * 32gb. Getting another 128gb 8 * 16 as a server but limited to 7GB/s data transfer speeds (4x pcie 4.0 due to the Taichi x570 motherboard)

AI and full-stack Engineer with 8 years of experience building scalable, production-grade systems across LLM platforms, distributed systems, and backend infrastructure. Delivered measurable impact through AI-driven automation, including 40% cost reduction in operational workflows and significant improvements in system efficiency at scale.
Specialized in LLM integration, RAG pipelines, and intelligent automation systems, with strong experience designing high-performance backend architectures for real-time data processing and large-scale decision systems.
Demonstrated ownership of complex systems end-to-end, from architecture design to deployment and optimization in production environments. Built and deployed AI systems, blockchain infrastructure, and distributed services with a focus on reliability, security, and scalability.
Tech stack includes Python, Node.js, C++, AWS, Docker, and microservices, with additional experience in React and Next.js for full-stack delivery.
If you have ideas or are facing difficulties with an ongoing project, please feel free to contact me at any time.
Hey Everyone, I'm looking for a Skilled Teammate to Collab with me in a Kaggle Competition which is "Wellbore Geology Prediction" If you are interested you can directly DM me, btw my current place is 109/1521
My Kaggle Profile is www.kaggle.com/mhamza0810
Hello
hello
Hello
hey @restive frigate ! thanks for inviting me to the server! (i'm edward, we emailed)
The World Has a Data Problem. We Fix It.
Every AI team hits the same wall eventually.
You have the model. You have the architecture. You have the engineers. But you don't have the data, and everything stops.
Maybe your dataset is too small to train on. Maybe it carries sensitive patient records, financial transactions, or personal identifiers that legal won't let you touch. Maybe you've been waiting months for a vendor to deliver labeled data that still isn't ready. Maybe your edge cases are so rare in real life that your model keeps failing exactly where it matters most.
This is not a skill problem. This is a data problem. And it is quietly killing more AI projects than any other single reason.
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The only thing worse than a data problem is spending another month pretending it will resolve itself.
Hello!
hi
hello!
Hello people!
Hello
Hello!
Hello
Hello!
Hellooo
Hello there I am a student builder.
hello there i am a student
hello what's up guys
hello
hii everyone!!
Hii everyone !!
Hello from Dubai
GM
hello everyone
Hi everyone,
I'm new here and recently published two data analysis projects on Kaggle.
I'd really appreciate it if you could take a look. Any feedback or suggestions are very welcome!
Dopamine and Pixels: Digital Habits and the Teenag
https://www.kaggle.com/code/ezequiassousa/dopamine-and-pixels-digital-habits-and-the-teenag
The Sweat Paradox: Gyms vs. Obesity
https://www.kaggle.com/code/ezequiassousa/the-sweat-paradox-gyms-vs-obesity
Thanks in advance!
hello
Hi Everyone,
My name is Victor. I’m a builder at heart with experiences in product and project management. Currently working on my own agency at Terra-ascent.com. And I’m building an app for pet owners at Halopetapp.terra-ascent.com
Looking forward to learning with y’all.
Guys, can we please contain all introductions in #👤┊introductions
Hello
Hello guys,
I am vedant and i am student studying at Mumbai University Nice to meet you all and excited to share and discuss multiple ideas and all.
Hi everyone, I am Hanen and I am still a beginner in the field of machine learning and data science, I am very excited to be here
Hi
hi
Hi
Hiiiii everyone!!
I am Harshi Patel from India and I am currently in the 3rd Year of my B.tech Computer Science.Excited to learn something new
hi everyone , my name is anas , i am 1337 student
Heyy
does anyone know any website or app from where I can read machine learning papers??
thanks alot
Assalamualaikum,
Myself Abid pursuing BCA 3rd year, anyone from India ?
Hello Everyone
hello everyone
Yessss
👋
HI everyone
hey!
Hello! I’m a beginner in data science and AI. I’m still learning the basics and excited to explore new things on Kaggle. Hoping to learn and get support from this wonderful community!
Beginner trying to learn.
hello guys!
Hello everyone
hey
Helloo ppl
Hi everyone! 👋
We’re building a new GPU provider service and are currently looking for early users to try it out.
We already have GPU providers/sellers on board, and now we’d love to work closely with people who need GPU compute for AI, ML, rendering, training, inference, experiments, or other GPU-heavy workloads.
Our goal is to provide GPU access at consistently lower and more competitive prices compared to popular platforms like RunPod, Vast.ai, and other similar services. Because we have strong B2B relationships with professional GPU holders, we’re able to offer reliable GPU capacity at better rates — not just as a temporary early-stage discount, but as a core part of our model.
At this stage, we’re looking for users who can try the service and share honest feedback. Your input will help us improve the product, user experience, platform reliability, and overall workflow.
If you’re planning to use GPUs soon, or you’re simply curious to try a new alternative, we’d be happy to chat. We’re very open to feedback, feature requests, and ideas — and we’re building this with users in mind from day one.
Feel free to DM me if you’re interested, want to test it out, or just want to learn more. Would love to connect! 🚀
@river trout please unblock me.
🚀 Hey @everyone!
We’re building PromptGram and aiming to reach 150 GitHub stars ⭐
If you like AI, FastAPI, microservices, or developer tools, please check it out and support the project by starring the repo 🙌
GitHub Repo: https://github.com/dewangsahuji/promptgram
Every star really helps and motivates us to improve the project further 💙
Hi @everyone! I'm starting self-pacing 5-Day AI Agents Intensive Course with Google
Hi everyone
I’m a senior AI and full-stack engineer with 8 years of experience building scalable backend systems, AI platforms, and automation infrastructure.
One of my recent projects was an AI-powered customer support automation platform designed for SaaS businesses handling large volumes of customer conversations.
The system included:
-AI-based ticket understanding and routing
-Context-aware multi-turn conversations
-RAG-based knowledge retrieval
-Human takeover workflows
-Real-time analytics and monitoring
-Queue-based scalable backend architecture
Instead of relying on simple chatbot flows, the platform combined LLM reasoning with structured backend validation to improve response quality and reduce hallucinations.
Tech stack:
Python, FastAPI, PostgreSQL, Redis, Docker, vector databases, async workers, AWS, and modern LLM integrations.
I focus heavily on production-ready AI systems:
-scalable backend architecture
-microservices
-real-time processing
-infrastructure stability
-intelligent automation
I’ve worked across AI systems, distributed infrastructure, blockchain platforms, and full-stack applications, with experience handling everything from architecture design to deployment and optimization.
Always interested in building practical AI systems that solve real operational problems at scale.
Hi guys
I hope to be better with you guys through this community by becoming your teammate in every competetion. Jusst beginner but striving hard haha.
Nice day
If you needed an AI engineer for your company but could only afford a freelancer, which option would you choose?
-
A platform where AI freelancers are selected mainly based on reviews.
-
A platform where AI freelancers have completed challenges, received rankings, and are matched based on proven skill and benchmark performance — like being at the top of a leaderboard.
Which path would you choose?
Hi everyone!
Nice to meet u all. I'm here to learn AI and Data analyst concepts, hope you're all gonna help.
hi
2
ofcourse
until I find a guy on 1 who has better reviews and has achievements linked too
Reason: Posted an invite
hello everyone my self Hema from India I am cs student ,I am really interested to learn about AI and Data Analyst
https://www.kaggle.com/code/tarunraii/yolo-implementation-from-scratch-using-pytorch
PLEASE REVIEW MY NOTEBOOK AND UPVOTE IF YOU LIKE IT!
https://www.kaggle.com/datasets/tarunraii/thermophysical-train-test
Please review my dataset and upvote if you like it !!!
We are a Japan-based development team currently seeking someone to help us secure new projects and expand our team.
Responsibilities will focus on acquiring clients and identifying new projects. Profits will be shared with team members upon project completion.
The profit sharing ratio is 40% for the individual and 60% for the team.
Please contact us if you are interested.
telegram:+81 70 8919 3308
hello everyone,
I have an important request. I was asked by my school to interview someone in the field I am interested in. So I was wondering if I can have few minutes of your time to ask only 15 questions?
You don't have to show your face, and I can censor your voice for privacy. Please consider this.
any help will be apprecieated
please reply to this message if anyone is free
just ask man we here to help you
Hi everyone I am Shashank glad to be part of the group.
Maria here, want to learn everything AI and Agents, I signed up for the 5-day cohort.
@last sand where can we sign up ?
Check #announcements for link
I help businesses build AI-powered applications, automation systems, and scalable web platforms that solve real operational problems.
Recently, I developed an end-to-end AI system that analyzes news content and generates contextual insights using RAG, structured retrieval, memory management, and real-time streaming responses.
The project involved designing the architecture, processing unstructured data, building backend AI workflows, creating an intuitive frontend experience, and deploying a scalable production system.
I work across the full lifecycle, from turning ideas into clear technical solutions to building, deploying, and continuously improving systems based on real usage.
• system architecture & technical decisions
• MVP to production development
• AI/LLM integration (RAG, agents, automation)
• backend APIs & scalable systems
• web/mobile application development
• real-time AI interfaces & workflow automation
If you're building an AI product, internal tool, automation system, or customer-facing application, happy to discuss your project, just send me a message.
Hi
@runic solar :-
what biases are you trying to find and resolve in faculties?
Here are the following what biases I am talking about:-
-
Human being are bias no matter what, there will be a bias in correction as well, for example a certain student may right a good answer that may have few characteristics missing like diagram or example, this will make him loose marks where in question there is no mention of drawing of diagram or giving example.
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This builds on top of previous one, where a student may right a correct answer but marks will not allocated properly by faculty, or vise versa where a student may not write a answer well but faculty will give full marks.
The system was to protect from injustice of which done by faculty while correction, because during correction sometime such stuff happen and giving for revaluation (basically telling the university to check the paper again for any mistakes while correction cost 800 rs) is costly.
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OK, I hear you. re: Bias - so is that the fault of the AI or the Engineering team who designed that AI? That's why having a team with diverse backgrounds, culturally different, have different skillsets in designing AI is crucial.
But it is not easy to (1) find such a team, (2) work with said team to be a cohesive unit towards a singular goal.
Just looking for a team for capstone is already daunting. 🤓
What you understood:- AI having bias in correction ❌
What I meant:- created a system that uses AI to find bias correction in paper and flag them ✅
I suppose since I'm learning, I'm questioning all AI Tools I encounter now and wondering if they had been put through the Evals and Observability process. Since these tools are newly introduced/developed maybe 1.5-2 years ago? And still being improved.
I marvel at how folks trust the answers GPT tools gave them at face value the same as AI tools. What assurances do the users of these AI tools have that the bias is not still propagated? Wouldn't it be like digging the whole even deeper if the tools themselves have inherent biases, that has not been surfaced or even tested for? Because the team(s) who designed these AI Tools don't have any other perspectives, especially if there's no diversity in the team makeup, is what I meant.
Just like that period when our parents and grandparents keep forwarding things on the 'net. They have absolute trust that the information they are passing on is 100% trustworthy since in their era, the only source of truth for them is the print publications - newspapers and magazines. And they only read that one local newspaper send to their doorstep, no other perspective(s) needed.
They never knew about algorithms until we told them to stop forwarding things to all their group chats and email friends with what amounted to be fake news and scams.
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