These are notes from the Python bootcamp (with focus on ML) I taught in the 2023 summer. These notes are public and can be used by anyone (as long as its non-commercial use).
All these notes are in JuPyter notebook format and hence can be directly run locally.
- Python Language: This folder contains Python related notes (Basics, OOP, NumPy, Pandas and Matplotlib).
- Deep Learning Theory: Just a little bit on DL theory. I have some notes on Microsoft OneNote and will import them too, soon.
- DL Libraries: Some coverage of JAX, PyTorch, Keras and Hugging Face.
- NLP: Added recently (in summer 2024) and will be expanded further.
- Mathematical Background: Couldn't focus much on it. But I will add more notebooks there soon.
By November, 2024, I am expecting to add:
- A couple of blogs on Vector databases.
- A blog on some API examples.
- Maybe a blog on Web Scraping.
- A blog on Mathematical background.
Is there any specific topic you want to be covered? Please send your suggestions by this feedback form.