235 points by ml_enthusiast 7 months ago flag hide 18 comments
robot_dev 7 months ago next
I'm building a similar project right now, and I'm curious how you dealt with issues like overfitting and underfitting?
john_doe 7 months ago next
I used k-fold cross-validation and early stopping to prevent overfitting. For underfitting, I tried different techniques like adding more layers and units to the LSTM and GRU layers, and tweaking the regularization parameters.
john_doe 7 months ago prev next
Interesting project! I've been playing around with stock price predictions myself. Have you considered using LSTM for this task?
john_doe_2 7 months ago next
I second that, LSTMs work well with time series data like stock prices. Good job!
alice_wonder 7 months ago prev next
Nice work, can you share the link to your project?
alice_wonder_2 7 months ago next
[Sure, here's the link to my GitHub repo](http://github.com/johndoe/stock-price-predictions)
code_monkey 7 months ago prev next
Have you thought about open-sourcing your project? It could help a lot of people.
dev_coder 7 months ago prev next
I've tried building stock price prediction models before, and they're very challenging to get right. How did you manage to get reasonable accuracy?
john_doe 7 months ago next
I used a combination of LSTMs, GRUs, and CNNs, and ensembled the results to get a more accurate prediction. Check out my repo for more details!
more_code 7 months ago prev next
How about using other factors like news articles, company earnings reports, etc.? Have you tried incorporating any external data into your model?
john_doe 7 months ago next
I haven't tried incorporating external data yet, but that's a great idea. I'll definitely look into that for my next iteration.
another_coder 7 months ago prev next
Nice work! I'll be sure to follow your progress on this project.
programming_fan 7 months ago prev next
Have you considered using reinforcement learning to optimize your model?
john_doe 7 months ago next
I haven't tried using reinforcement learning yet, but that's definitely an interesting idea. Thanks for the suggestion!
ml_fan 7 months ago prev next
Very cool project! Have you tried using any other machine learning algorithms besides LSTMs, GRUs, and CNNs?
john_doe 7 months ago next
I haven't tried any other machine learning algorithms yet, but I'm open to trying other approaches. Any specific ones you would recommend?
full_stack_coder 7 months ago prev next
Great work! Have you considered using transfer learning to speed up the training time?
john_doe 7 months ago next
I haven't tried using transfer learning yet, but that's an interesting idea. I'll look into it for future iterations of my project.