Unsupervised, Self-Supervised and Reinforcement Learning August 2021

Online content for the Unsupervised, Self-Supervised, and Reinforcement Learning

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Course Content

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Modules Status

1

Clustering

Clustering & Dimensionality Reduction

2

Advances in Unsupervised and Self-Supervised Learning

Advances in Unsupervised and Self-Supervised Learning

3

Embeddings and Latent Spaces

Embeddings and Latent Spaces

4

Auto Encoders

Auto Encoders

5

Variational Auto Encoders

Variational Auto Encoders

6

Generative Adversarial Networks

GANs – Part 1

GANs – Part 2

7

Contrastive Learning

Contrastive Learning

Autoregressive Learning

8

Reinforcement Learning

Reinforcement Learning Intro and Q Learning

Reinforcement Learning: Deep Q-Network

Reinforcement Learning Deep Q-Network, Double Deep Q-Network, and Dueling Deep Q-Network

Reinforcement Learning PPO

Reinforcement Learning AlphaGo

Reinforcement Learning MuZero

Reinforcement Learning World Models

9

Submit Your Projects Here

Unsupervised, Self-Supervised and Reinforcement Learning Project