Deep Learning (Video Book by Me)

This site is dedicated to the simplest video tutorials on Deep Learning. My aim is to prepare a free & interactive video book on Deep Learning. I have used my knowledge and experience to prepare these tutorials. All feedback and suggestions are welcome (email me at or

As, scientific development is an endless process, so I will keep updating it. Clicking on the link will drive you to the YouTube page for related content. Or You can use the link:

Deep Learning

1. Bias Variance Tradeoff

2. Deep Learning Basics (Gradient Descent)

3. Deep Learning Basics (Vanishing and Exploding Gradient Problems)

4. Deep Learning Basics (Optimizers)

5. Deep Learning Cost Functions

6. Regularization in Deep Learning

7. Saddle Points Problem in Deep Learning

Saddle Points Problem in Deep Learning

8. CNN (Convolutional Neural Networks)

9. Deep Learning using Deep Neural Network

10. Word2Vec Systems (CBOW)

11. Word2Vec Systems (SKIP GRAM)

12. Deep Learning using Recurrent Neural Network

13. LSTM (Long Short Term Memory)

14. Language Model and Deep Learning

15. Attention-Based Models

16. Transformer Model in NLP

17. BERT Models for NLP

18. XLNet Models for NLP

19. Transfer Learning

20. Restricted Boltzmann Machine

21. Deep Learning using Deep Belief Network

22. Logistic Regression

23. Graph Neural Networks

24. Transformer to Transformer-RNN/T2RNN

25. Scalability of the Transformer Architecture