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Neuromatch Academy: Deep Learning

Introduction

Schedule

Technical Help
- Using jupyterbook
  - Using Google Colab
  - Using Kaggle
- Using Discord

Quick links and policies

Prerequisites and preparatory materials for NMA Deep Learning

Basics Module

Basics And Pytorch (W1D1)
- Tutorial 1: PyTorch
Linear Deep Learning (W1D2)
Multi Layer Perceptrons (W1D3)
- Tutorial 1: Biological vs. Artificial Neural Networks
- Tutorial 2: Deep MLPs

Fine Tuning

Optimization (W1D5)
- Tutorial 1: Optimization techniques
Regularization (W2D1)
- Tutorial 1: Regularization techniques part 1
- Tutorial 2: Regularization techniques part 2
Deep Learning: The Basics and Fine Tuning Wrap-up

Convolutional Neural Networks

Convnets And Dl Thinking (W2D2)
Modern Convnets (W2D3)
- Tutorial 1: Learn how to use modern convnets
- Bonus Tutorial: Facial recognition using modern convnets
Generative Models (W2D4)

Natural Language Processing

Time Series And Natural Language Processing (W2D5)
Attention And Transformers (W3D1)
- Tutorial 1: Learn how to work with Transformers
Dl Thinking2 (W3D2)
- Tutorial 1: Deep Learning Thinking 2: Architectures and Multimodal DL thinking
Deep Learning: Convnets and NLP

Reinforcement Learning

Unsupervised And Self Supervised Learning (W3D3)
- Tutorial 1: Un/Self-supervised learning methods
- Bonus Lecture: Melanie Mitchell
Basic Reinforcement Learning (W3D4)
Reinforcement Learning For Games (W3D5)
Deep Learning: Reinforcement Learning Wrap-up

Project Booklet

Introduction to projects
Daily guide for projects
Modeling Step-by-Step Guide
Project Templates
Models and Data sets

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Reinforcement Learning For Games

Reinforcement Learning For Games¶

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Bonus Lecture: Chealsea Finn

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Tutorial 1: Game Set-Up and Random Player

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