Mathematics
Watch the videos on this page if you're interested in learning everything there is to know about Artificial Intelligence, with high focus on the mathematics behind the models.
These videos include all the details behind the optimization of the models, as well as AI theorems and their proofs.
Who's this section for:
- People who want to understand model optimization and how it is done in practice.
- People who want to be able to compute gradients of models by themselves.
- People who don't care about the best coding practices and code optimization.
Change sections if:
- Coding models from scratch is of importance to you.
- You prefer understanding the models without the math details behind them.
Level of depth
The logos next to the videos specify the difficulty of the material in the videos.
An Introductory Video
A core Video
An in-depth Video
Tips
1- You can choose to only watch introductory videos, these are designed to cover all the topics logically, even if you skip videos of higher difficulty.
2- If you choose to watch core/in-depth videos, it is recommended to watch all videos from lower levels as well.
List of Videos
Click on a video to go to its link.
