Foundations of Deep Learning: Concepts and Applications

A long course from an institute

This NPTEL course, produced by the Indian Institute of Science in Bengaluru, is a 66-video playlist totaling about 44 hours and 15 minutes. It covers the foundations of deep learning with both concepts and applications in view.

How to approach it

At this length, it works best as a reference you dip into by topic, with the video list as your index. Plan sessions around the lectures that match your current project rather than trying to watch everything in order.

Who it suits

Learners who want university-style depth, and who are comfortable with extended lecture videos, will find it a strong foundation. The concepts-first framing suits those who want to understand the theory before reaching for libraries.