# 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