Dear HN -- I am doing a multi-part web series on teaching AI, specifically Deep Learning. Learning AI is not easy. The topics are highly technical and cover a broad range of areas without offering any intuitive or clear entry point for someone new to the field. I find that most tutorials focus on heavy math making them inaccessible to most people; or treat topics only superficially; or cover concepts in a bespoke manner without a clear framework for tying them together.
Wouldn't it be great if there was a way to learn the depth and breadth of AI in an intuitive and digestible way? It is with this goal that I am conducting a multi-part web series titled -- "A Comprehensive and Intuitive Introduction to Deep Learning" (CIDL). The first web series is made of 4 seasons, with each season having 3-4 episodes.
AGENDA: https://raw.githubusercontent.com/parthaseetala/cidl/main/cidl-1-agenda.png
The first 3 episodes of Season 1 are available here:
EPISODE 1: An intuitive introduction to Neural Networks (why, what and how)
https://youtu.be/os5by3jKUvc
EPISODE 2: Tuning Neural Networks and Solving Regression, Classification and Ranking problems
https://youtu.be/CQTCS8SO8bs
EPISODE 3: Tuning Neural Networks -- Hidden Layers, Optimizers, Avoiding Overfitting
https://youtu.be/_JWcxDN8BkQ