
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 nirajrkumar@gmail.com or nirajrkumar@yahoo.com).
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: https://www.youtube.com/channel/UC95bRAbJdLyXGbMfNemr9lQ
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
To be Added
Transfer Learning Part-3