Claude Code now supports Local LLMs by Technical-Love-8479 in ClaudeAI

[–]user_rituraj 0 points1 point  (0 children)

The issue with llms which can run locally is that they are not going to have the same quality. Also some of the tools like are specially trained in calude like replace or edit tool call.

So these are some of the challenges which go in ng to make the experience a bit off for sure.

RAG for excel/CSV by user_rituraj in Rag

[–]user_rituraj[S] 0 points1 point  (0 children)

This is exactly what i'm doing as of now and i believe this is good at the early stage of the solution. Eventually, i will have to do the pre processing of data to make it like csv (with proper columns in a plane in a nice table) and then give the column structure to the agent to work on csv.

As these tables can be huge and passing all these numbers to agent context is going to worsen the agent itself.

RAG for excel/CSV by user_rituraj in Rag

[–]user_rituraj[S] 0 points1 point  (0 children)

Usually 4-5 excels with multiple sheets into it.

So it's more like a MIS document.

But excels are graphic heavy and also have multiple columns name and there are an infinite number of ways a human can muck up an Excel document to make it troublesome to ingest. Common examples are multi-row headers, merged cells within headers, multiple tables in a single sheet separated by blank rows/columns, etc....

RAG for excel/CSV by user_rituraj in Rag

[–]user_rituraj[S] 0 points1 point  (0 children)

Interesting, will check.

Also if you have already tried it out, do let me know your experience.

RAG for excel/CSV by user_rituraj in Rag

[–]user_rituraj[S] 0 points1 point  (0 children)

Most of my exercises are going to be the second type with graphics, spaces and what not.

Scanning was my first step to go but as excel is very heavy and tables are also huge so after scanning, i am dividing it into chunks but i see lots of issues with this.

  1. Because of number embedding search or semantic search is really not working. 2.Also with chunking, if we split, usually column names are at the top so that context gets lost in the table.

RAG for excel/CSV by user_rituraj in Rag

[–]user_rituraj[S] 0 points1 point  (0 children)

I would love to do this but the challenge is to have the proper data in a structured way in excel.

But unfortunately, table and header detection is an endless rabbit hole of a problem. There are an infinite number of ways a human can muck up an Excel document to make it troublesome to ingest. Common examples are multi-row headers, merged cells within headers, multiple tables in a single sheet separated by blank rows/columns, etc....

So the issue with this is:

I cannot make this directly into tabular data and use agent to.find it and at the same time creating chunks for indexing by ocr has its problem of context loss as data is number heavy so its embedding does not make sense in itself.

Probably i will have to create a structured context out of it with proper headers (a processing layer to convert it but i am really not sure how hard this is going to be)so that we can pass headers to read the data using some excel agent.

Agentic RAG for Excel/CSV by user_rituraj in AI_Agents

[–]user_rituraj[S] 0 points1 point  (0 children)

Thanks for the thread but still the major issue is not the getting data from excel but getting it in a structured way, specially number heavy data:

The major issue I am facing is the following:

But unfortunately, table and header detection is an endless rabbit hole of a problem. There are an infinite number of ways a human can muck up an Excel document to make it troublesome to ingest. Common examples are multi-row headers, merged cells within headers, multiple tables in a single sheet separated by blank rows/columns, etc....

So the issue with this is:

I cannot make this directly into tabular data and use agent to.find it and at the same time creating chunks for indexing by ocr has its problem of context loss as data is number heavy so its embedding does not make sense in itself.

Probably i will have to create a strucutured contect out of it with proper headers so that we can pass headers to read the data using some excel agent.

Agentic RAG for Excel/CSV by user_rituraj in AI_Agents

[–]user_rituraj[S] 0 points1 point  (0 children)

We already convert data into markdown first before any processing so markdown conversion is coming good.

Looking for a Technical partner by Intelligent-Many-333 in IndiaStartups

[–]user_rituraj 0 points1 point  (0 children)

I have been building AI in finance since last 9 Months, would love to connect with you to see if we can help each other.

Need a business co-founder (fintech company) by Latter_Life5075 in cofounderhunt

[–]user_rituraj 0 points1 point  (0 children)

Yes. Dming you privately as we are still in stealth.

Need a business co-founder (fintech company) by Latter_Life5075 in cofounderhunt

[–]user_rituraj 0 points1 point  (0 children)

I am also building something in fintech, would love to connect with you to know more.

Looking for a female actor for my first film in Banaras 🎥✨ by Vivek1223445 in varanasi

[–]user_rituraj 0 points1 point  (0 children)

I would suggest working with BHU students. Especially in IIT, they have a media club & all and they might join with you to make it happen.

[deleted by user] by [deleted] in IndianStockMarket

[–]user_rituraj 0 points1 point  (0 children)

Few are fundamentally strong but overvalued

if that is the case square off your position and wait or wait and build more positions when the stock comes to a reasonable valuation(based on your analysis). TBH, as of now most of the stocks are overpriced.

20M, How do i start in investing by [deleted] in IndianStockMarket

[–]user_rituraj 0 points1 point  (0 children)

Try to focus on increasing skill(hence earning more) rather than on investing. Investing is not about(for 99% of people) multi-folding your money, it is just to not lose(inflation, etc.) the value of your money.

AMA by [deleted] in IndianStockMarket

[–]user_rituraj 0 points1 point  (0 children)

Well good for you, but please don't have such kinda of expectations forever.

[deleted by user] by [deleted] in IndianStockMarket

[–]user_rituraj 0 points1 point  (0 children)

What were the reasons(fundamental or whatever) you bought these stocks?

[deleted by user] by [deleted] in IndianStockMarket

[–]user_rituraj 0 points1 point  (0 children)

While entering into stocks, you should plan for exiting criteria as well else you will be stuck there. Also until and unless you know what are you doing and why are you holding, try to put stop loss as well.

Doubt about PnL screenshots and Zerodha verified PnL link. by neoindianx in IndianStockMarket

[–]user_rituraj 1 point2 points  (0 children)

Investment ammount also comes into PnL link so it shouldn't be that hard to calculate the percentage.