(the minimize effort maximize outcome way)

Tina Huang covers how to learn data science in 2021 – the minimize effort and maximize outcome way.

Best of all, she provides a clear framework.

If you’re committed to learning data science in 2021, I have nothing more to say than to watch this video! I spend a lot of time putting this vid together and I can’t wait for us to start 😉

Machine learning suffers from a reproducibility crisis.

Deterministic machine learning is not only incredibly important for academia to verify research papers, but also for developers in enterprise scenarios.

Here’s a great video on how to address this shortcoming.

Due to the various reasons for non-deterministic ML, especially when GPUs are in play, I conducted several experiments and identified all causes and the corresponding solutions (if available).