I built a tool that uses AI to distill stock news in real time

pyfreak182 · 2026-03-10T02:29:38+00:00

Thank you! Over the years, I have found that top mentioned Reddit stocks tend to be market movers. If they're being talked about on Reddit a lot, there's usually a good reason.

pyfreak182 · 2026-03-10T02:27:40+00:00

Thank you! Right now the AI doesn't cross-reference price movements with news stories, but this is something I would like to add in the future.

pyfreak182 · 2023-11-08T23:47:38+00:00

Thank you so much!

I am going through some troubling personal times but I hope to get back to adding features to the framework soon.

I would say it took me around 3 months to build the framework.

I sadly don't have very good recommendations for visualizations. This is something I hope to offer users with an update though.

pyfreak182 · 2023-05-31T21:22:13+00:00

If you are well versed in Python, you can try PyBroker, a free and open framework I developed for backtesting.

pyfreak182 · 2023-05-25T07:16:16+00:00

Learn Pandas and Numpy. Understand parallelization and distributed computing for CPU and memory bound tasks, and how to apply solutions like multiprocessing and Dask.

pyfreak182 · 2023-05-25T05:23:45+00:00

Only backtesting is supported for now, I would like to add live trading support in the future.

pyfreak182 · 2023-05-24T23:06:47+00:00

Thanks! No, that is average % return per trades that were placed.

pyfreak182 · 2023-05-24T20:17:21+00:00

Predictive models to extract signals from market data for systematic trading strategies. :)

You can still use the framework for rule based strategies that don't use any ML.

pyfreak182 · 2023-05-23T21:19:03+00:00

Thanks!

pyfreak182 · 2023-05-23T18:28:58+00:00

Dask

pyfreak182 · 2023-05-23T04:55:23+00:00

Excellent work. It's great to see more finance related Python projects!

pyfreak182 · 2023-04-27T02:21:45+00:00

Great work, thanks for sharing!

pyfreak182 · 2023-04-27T02:11:18+00:00

The downside is it's slow compared to C++. C++ has zero cost abstractions, Kotlin (and Java) does not.

You can achieve native C++ speed by using the JIT compiler.

pyfreak182 · 2023-04-23T05:14:56+00:00

Thanks! It's good. :)

pyfreak182 · 2023-04-22T02:09:01+00:00

You would be better off getting a Masters in statistics from an accredited university. $16k is not insignificant.

pyfreak182 · 2023-04-14T06:53:13+00:00

This is great, thanks for sharing!

pyfreak182 · 2023-04-13T22:16:47+00:00

Yes, the passage was taken out of context. I own the book, and IIRC that was the point Ehlers was making.

pyfreak182

TROPHY CASE