Python Conference APAC 2024

Buy / short a dystopyc future - LLM agents and vector databases for portfolio management
2024-10-26 , CLASS #5
Language: English

Which companies will potentially win in a dystopian future? Let an agentic framework imagine it and try to find out. Buy or short, it's up to you ;)

Our proposed framework consist on:
- Data ingestion: News, financial statements and OHLC information ingestion with data pipelines (Mage), embeddings and vector database (Weaviate).
- Merging previous knowledge with new data: Exploration on RAG system to feed the info to the LLM and keep the model updated.
- Create the investment crew and giving them tools LLM agents mimicking different investment roles (LangGraph) + financial toolset combination in order to make informed decisions.

We will try to distill for you our learnings while building it and keep the buzzwords apart... as much as possible.

Hi! This is Carlos Vecina. I'm a Senior Data Scientist at JobandTalent, a Spanish unicorn. I've spent most of my career crunching data in the financial sector and consumer apps.
On a personal level, I'm now spending a year in APAC, exploring opportunities, since I fell in love with Indonesia and Australia.

Hi! This is Ana. After 5 years of experience as a labor lawyer, I'm currently embarking on an exciting transition: I'm studying Computer Science with a focus on becoming a Legal Engineer.

Why? Maybe it was love at first sight with Python...

Jokes aside, I firmly believe in the potential of AI to revolutionize the legal world and bring a positive impact to society.