# DeepMind-Advanced-Deep-Learning-and-Reinforcement-Learning

**Repository Path**: brisyramshere/DeepMind-Advanced-Deep-Learning-and-Reinforcement-Learning

## Basic Information

- **Project Name**: DeepMind-Advanced-Deep-Learning-and-Reinforcement-Learning
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-06-30
- **Last Updated**: 2020-12-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Advanced Deep Learning and Reinforcement Learning

##### Advanced Deep Learning and Reinforcement Learning course taught at [UCL](http://www.cs.ucl.ac.uk/current_students/syllabus/compgi/compgi22_advanced_deep_learning_and_reinforcement_learning/) in partnership with [DeepMind](https://deepmind.com)

## Deep Learning Part

### Deep Learning 1: Introduction to Machine Learning Based AI  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/dl_01%20Introduction%20to%20Machine%20Learning%20Based%20AI.pdf) [[video]](https://www.youtube.com/watch?v=iOh7QUZGyiU&t=0s&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=2)

### Deep Learning 2: Introduction to TensorFlow  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/dl_02%20Introduction%20to%20TensorFlow.pdf) [[video]](https://www.youtube.com/watch?v=JO0LwmIlWw0&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=2)

### Deep Learning 3: Neural Networks Foundations  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/dl_03%20Neural%20Networks%20Foundations.pdf) [[video]](https://www.youtube.com/watch?v=5eAXoPSBgnE&index=3&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs)

### Deep Learning 4: Beyond Image Recognition, End-to-End Learning, Embeddings 
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/dl_04%20Beyond%20Image%20Recognition%2C%20End-to-End%20Learning%2C%20Embeddings.pdf) [[video]](https://www.youtube.com/watch?v=OfKnA91zs9I&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=8)

### Deep Learning 5: Optimization for Machine Learning  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/dl_05%20Optimization%20for%20Machine%20Learning.pdf) [[video]](https://www.youtube.com/watch?v=ALdsqfrLieg&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=11)

### Deep Learning 6: Deep Learning for NLP  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/dl_06%20Deep%20Learning%20for%20NLP.pdf) [[video]](https://www.youtube.com/watch?v=Y95JwaynE40&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=13)

### Deep Learning 7. Attention and Memory in Deep Learning  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/dl_07%20Attention%20and%20Memory%20in%20Deep%20Learning.pdf) [[video]](https://www.youtube.com/watch?v=Q57rzaHHO0k&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=15)

### Deep Learning 8: Unsupervised learning and generative models  
[[slides]](https://github.com/enggen/DeepMind-Advanced-Deep-Learning-and-Reinforcement-Learning/blob/master/lecture%20slides/dl_08%20Unsupervised%20learning%20and%20generative%20models.pdf) [[video]](https://www.youtube.com/watch?v=H4VGSYGvJiA&index=17&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs)

## Reinforcement Learning Part


### Reinforcement Learning 1: Introduction to Reinforcement Learning  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_01%20Introduction%20to%20Reinforcement%20Learning.pdf) [[video]](https://www.youtube.com/watch?v=ISk80iLhdfU&index=4&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs)

### Reinforcement Learning 2: Exploration and Exploitation  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_02%20Exploration%20and%20Exploitation.pdf) [[video]](https://www.youtube.com/watch?v=eM6IBYVqXEA&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=5)

### Reinforcement Learning 3: Markov Decision Processes and Dynamic Programming  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_03%20Markov%20Decision%20Processes%20and%20Dynamic%20Programming.pdf) [[video]](https://www.youtube.com/watch?v=hMbxmRyDw5M&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=6)

### Reinforcement Learning 4: Model-Free Prediction and Control  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_04%20Model-Free%20Prediction%20and%20Control.pdf) [[video]](https://www.youtube.com/watch?v=nnxHlg-2WgA&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=7)

### Reinforcement Learning 5: Function Approximation and Deep Reinforcement Learning  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_05%20Function%20Approximation%20and%20Deep%20Reinforcement%20Learning.pdf) [[video]](https://www.youtube.com/watch?v=wAk1lxmiW4c&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=9)

### Reinforcement Learning 6: Policy Gradients and Actor Critics  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_06%20Policy%20Gradients%20and%20Actor%20Critics.pdf) [[video]](https://www.youtube.com/watch?v=bRfUxQs6xIM&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=10)

### Reinforcement Learning 7: Planning and Models  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_07%20Planning%20and%20Models.pdf) [[video]](https://www.youtube.com/watch?v=Xrxrd8nl4YI&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=12)

### Reinforcement Learning 8: Advanced Topics in Deep RL  
[[slides]](https://github.com/enggen/Advanced-Deep-Learning-and-Reinforcement-Learning-DeepMind/blob/master/lecture%20slides/rl_08%20Advanced%20Topics%20in%20Deep%20RL.pdf) [[video]](https://www.youtube.com/watch?v=L6xaQ501jEs&index=14&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs)

### Reinforcement Learning 9: A Brief Tour of Deep RL Agents  
[[slides]]() [[video]](https://www.youtube.com/watch?v=-mhBD8Frkc4&index=16&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs)

### Reinforcement Learning 10: Classic Games Case Study  
[[slides]]() [[video]](https://www.youtube.com/watch?v=ld28AU7DDB4&list=PLqYmG7hTraZDNJre23vqCGIVpfZ_K2RZs&index=18)