Any efficient online courses?
Check out kaggle.com
I also like Siraj Raval on YouTube.
FB ML engineering teams or FAIR
Check out Alexis Texas on redtube
Dr Alexis Texas* Sometimes nurse though.
Unorthodox suggestion, but read some example PyTorch or autograd code. It’s pretty straightforward and removes a lot of the hand waving from how the compute graph is constructed compared to static graph frameworks. If you know the basics I think this is the best way to get started and get an intuition about how real world training code works.
Ian Goodfellow’s “deeplearningbook.org” is a great introduction. For slightly more applied books I would go with “Deep learning with python” by Chollet or “Hands on Machine Learning with Sci-kit learn and tensorflow” by Geron. Anyone one of these 3 books would be good to read, is fairly lay, and isn’t too long. Christopher Olah’s blog has amazing visualizations/explanations too. There really is a large wealth of resources out there!! I’ve personally done blogs/textbooks compared to online courses.
Dr Andrew Ng's deeplearning.ai