This guy made a real-world AI Hedge Fund Team in Python. Then he...
Quant Science@quantscience_
55 views
Dec 05, 2024
~1 min read
Advertisement
1
This guy made a real-world AI Hedge Fund Team in Python.
Then he made it available for everyone for free.
Here's how he did it (and how you can too).
Then he made it available for everyone for free.
Here's how he did it (and how you can too).
2
@virattt is doing something incredible.
He's using AI to replicate a hedge fund.
And he's open-sourced it for the world to learn.
He's using AI to replicate a hedge fund.
And he's open-sourced it for the world to learn.
Virat Singh@virattt
I made a real-world AI hedge fund team.
It has 4 agents:
1 • market data agent
2 • quant agent
3 • risk manager agent
4 • portfolio manager agent
You can run all of my code below.
No prior coding experience is required.
The agents work sequentially, passing messages to the next agent.
1 • Market Data Agent gathers market data and calculates technical signals.
2 • Quant Agent takes market data and generates a buy, sell, or hold signal.
3 • Risk Management Agent takes trading signal and generates a risk signal.
4 • Portfolio Management Agent considers all signals and makes a final trading decision.
It has 4 agents:
1 • market data agent
2 • quant agent
3 • risk manager agent
4 • portfolio manager agent
You can run all of my code below.
No prior coding experience is required.
The agents work sequentially, passing messages to the next agent.
1 • Market Data Agent gathers market data and calculates technical signals.
2 • Quant Agent takes market data and generates a buy, sell, or hold signal.
3 • Risk Management Agent takes trading signal and generates a risk signal.
4 • Portfolio Management Agent considers all signals and makes a final trading decision.
3
@virattt The main components of the project:
1 • agents
2 • tools
3 • backtester
1 • agents
2 • tools
3 • backtester
4
@virattt The AI team contains 4 Agents:
1 • Market Data Agent gathers market data and calculates technical signals.
2 • Quant Agent takes market data and generates a buy, sell, or hold signal.
1 • Market Data Agent gathers market data and calculates technical signals.
2 • Quant Agent takes market data and generates a buy, sell, or hold signal.
5
@virattt 3 • Risk Management Agent takes trading signal and generates a risk signal.
4 • Portfolio Management Agent considers all signals and makes a final trading decision.
4 • Portfolio Management Agent considers all signals and makes a final trading decision.
6
@virattt Running the AI hedge fund generates output from each of the agents:
7
@virattt His GitHub repo is available for anyone to use and learn from here: github.com/virattt/ai-hed…
8
@virattt Want to learn how to get started with algorithmic trading with Python?
Then join us on December 18th for a live webinar, how to Build Algorithmic Trading Strategies (that actually get results)
Register here (780+ registered): learn.quantscience.io/qs-register
Then join us on December 18th for a live webinar, how to Build Algorithmic Trading Strategies (that actually get results)
Register here (780+ registered): learn.quantscience.io/qs-register
