GenAI Financial Portfolio Optimization [Mutual Funds & Stocks] | LLM + RAG | Zypher 7B LLM [Mistral]

Welcome to LLM and RAG use cases in Finance Domain Playlist. In this Series I will teach you everything about GenAI and Large Language Model along with Retrieval Augmented Generation Use cases in Finance domain that you can implement in your company or projects from scratch with python and all latest tools and libraries like pytorch lightening, tensorflow generative, and many more.

In this video I Explained about:
1. What is Mutual Funds and How Mutual Funds Work?
2. How Mutual Funds Portfolio is Optimised?
3. How GenAI/ LLM / LLM Agents use in Mutual Fund Portfolio Optimization?
4. Project using Langchain, Python, ChromaDB and LLM to build Portfolio Optimization for Mutual Fund Portfolio.
5. Backtesting by Comparing the Original Portfolio Diversification and Optimised Diversification.
6. Next Project - Income Tax Optimization using GenAI [India 2024 Tax Slabs]

I will keep on uploading videos everyday about GenAI and Topics related to it along with GenAI end to end projects at every weekend.

All Codes are also availabl at Github and open source as well.

I hope you enjoy learning GenAI in 2024 with me.

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[tratkotratkov]

The LLM’s are not deterministic, but probabilistic technology which means it is more likely always to produce different results with the same input and very likely hallucinate. Here is a little wisdom for you that will keep you out of troubles in the future - the way you should use the LLM’s is to ask it how to optimize the portfolio and then follow and implement the suggestions rather asking it directly to do the job.

[ishanagrawal]

Better explain how/where to fetch the MF data and load that data for analysis

[appikumar-dl]

Awesome... please keep going and update us with many uses case in the finance industry