#๐ can anyone here help me with system design for a project?
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@neat sable
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going for a hackathon, have my idea down, i need a way to systematically build it, I have made a few MVP's before but it was usually hap hazard as i added or removed features as i needed but now that i am with a team i need this to be robust
a slide from the ideation ppt i had sent to the hackathon's hosts
With growing investor, customer, and regulatory expectations, businesses are required to provide detailed reports about their environmental impact, social initiatives, and governance practices.
Report to who?
What data does your program collect, where and how? Hard to suggest a "systematic way to build it" if we don't know where the data is coming from
If its manually entered by a person, what is AI going to do?
okay essentially, i am aiming this project for MSE's which are scaling up their business to international trade, and as ESG compliance is often a hurdle as they don't have a put together department at this point, I would take their unstructured data, fill in the gaps in data and then create a report which compares the company's current metrics, in the different ESG frameworks like GRI etc.
can i send the pdf to you in dm? it won't let me send it here
whats in the PDF?
it was pdf i subitted during the ideation phase
it talks about why i am doing what i am doing
OK I understand that (sorta) but it doesn't explain where is this reported data going to? Is it going to some government environment department or to the public newspaper or blockchain or ?
Thats fine. I don't need it. Unless it mentions where this reported data is going to, then you'll probably just need to screenshot that specific part.
okay let me check
hey man i am back and it is a little more clearer now i am taking unstructured file formats, currently limited to excel sheets, pdfs or images, what ever falls under teh scope of NLP and OCR, from there, it will have a normalization step, to get it to fit to an ESG framework (I am going with GRI), I will tag the normalized data into ESG categories given by the GRI framework, and then do assign a score, assigning of the score and coming up with a forumla is something my teammate is doing, and i will use that as a pivot to suggest recommendations on reforms to make in the company, and for the sake of querying i wanted to implement a RAG framework with the GRI's frameworks documentation as the retrival database
how does it sound?
... It still didn't answer my question of "who" will be reading or needing this reported data.
But... what you've said so far is just the technical implementation and it does sound, OK
But I don't understand the "why" behind it
oh well, the topic for the hackathon was to build some thing that would be akin toa breakthrough in a slow industry can be technical or non technical and must have some AI component and be ESG compliant, so I thought why not build something that makes these reports...
do you mean there is no value to this?
so I thought why not build something that makes these reports
But who needs these reports?
If you fail to answer that, then yes, I don't see the value in creating reports that nobody will read.
well, the department which does the ESG reporting currently in a firm?
i currently feel that they spend more time creating the report than they do innovating on ways to actually bring down stuff like emissions, so this could help them have more time on their hands
So its an internal thing? Like use your solution for a company, to gather, process and formulated report, just for the company to read their current standing?
yes, I suppose although i plan to just deploy it publicly, that way people can use test data too
that way people can use test data too
Who is "people"?
well since its being built for a hackthon in mind right now, i guess the judges, but if I stick at it, I want it to be a service like lets say, accessible to the internal ESG teams and for external users maybe consulatants and sustainability advisors, and regulators and investors too can send the information they documented before investing in a company in case they want to cross check the authenticity of the data
Thats what I wanted to hear
I guess for the public deployment, you could use streamlit
yes streamlit is our first thought too, although few are suggesting gradio
so do you think i have the technical pipelines down? or are there any suggestions?@hexed flax
what are you gonna use for NLP? Spacy?
yeah that is what everyone is suggesting, I have worked a decent bit with transfomers, but I have heard spacy is built around produciton use
@hexed flax
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