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stock prediction
GenAI
finance
stock trading
investment strategies
StockGPT: A GenAI Model for Stock Prediction and Trading

GenAI in Finance:

  • StockGPT is an autoregressive model trained on a vast dataset covering nearly 100 years of US stock returns.
  • It identifies hidden patterns beneficial for future returns using its advanced attention mechanism.

Performance Metrics:

  • The model achieved an annual return of 119% and a Sharpe ratio of 6.5 on a test sample, demonstrating its effectiveness over traditional financial strategies.
  • It captures essential stock market factors, streamlining the investment strategy process.

Opinion:

  • The application of generative AI in finance, highlighted by StockGPT, showcases how AI can transcend traditional methods to offer superior decision-making tools.
  • The potential to refine investment strategies and mitigate risks through AI is enormous, pushing the boundaries jTable of Economics and AI-forward investing that might transform financial markets.
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