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Neuromatch Academy Tutorial Materials

W1D1 | W1D2 | W1D3 | W1D4 | W1D5 | W2D1 | W2D2 | W2D3 | W2D4 | W3D1 | W3D2 | W3D3 | W3D4 | W3D5

Warning: The 'render with NBViewer' buttons may show outdated content.

W1D1 - Model Types

Slides: Intro | Tutorials | Outro | Reading | TA

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W1D2 - Modeling Practice

Slides: Intro | Tutorials | Outro | Reading | TA

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

W1D3 - Model Fitting

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Tutorial 5 Open In Colab Open In kaggle View the notebook
Tutorial 6 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W1D4 - Generalized Linear Models

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W1D5 - Dimensionality Reduction

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W2D1 - Deep Learning

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W2D2 - Linear Systems

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W2D3 - Biological Neuron Models

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W2D4 - Dynamic Networks

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W3D1 - Bayesian Decisions

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W3D2 - Hidden Dynamics

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Tutorial 5 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W3D3 - Optimal Control

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W3D4 - Reinforcement Learning

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading

W3D5 - Network Causality

Slides: Intro | Tutorials | Outro | Reading

Run Run View
Intro Open In Colab Open In kaggle View the notebook
Tutorial 1 Open In Colab Open In kaggle View the notebook
Tutorial 2 Open In Colab Open In kaggle View the notebook
Tutorial 3 Open In Colab Open In kaggle View the notebook
Tutorial 4 Open In Colab Open In kaggle View the notebook
Outro Open In Colab Open In kaggle View the notebook

Further Reading