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Neuromatch Academy Tutorial Materials

W0D0 | W0D1 | W0D2 | W0D3 | W0D4 | W0D5 | W1D1 | W1D2 | W1D3 | W1D4 | W1D5 | W2D1 | W2D2 | W2D3 | W2D4 | W3D1 | W3D2 | W3D3 | W3D4 | W3D5

Warning: The 'render with NBViewer' buttons may show outdated content.

W0D0 - Neuro Video Series

Run View
Tutorial 1 Open In Colab View the notebook
Tutorial 10 Open In Colab View the notebook
Tutorial 11 Open In Colab View the notebook
Tutorial 12 Open In Colab View the notebook
Tutorial 2 Open In Colab View the notebook
Tutorial 3 Open In Colab View the notebook
Tutorial 4 Open In Colab View the notebook
Tutorial 5 Open In Colab View the notebook
Tutorial 6 Open In Colab View the notebook
Tutorial 7 Open In Colab View the notebook
Tutorial 8 Open In Colab View the notebook
Tutorial 9 Open In Colab View the notebook

W0D1 - Python Workshop1

Run View
Tutorial 1 Open In Colab View the notebook

W0D2 - Python Workshop2

Run View
Tutorial 1 Open In Colab View the notebook

W0D3 - Linear Algebra

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

W0D4 - Calculus

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

W0D5 - Statistics

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

W1D1 - Model Types

Slides: Intro | Tutorials | Outro | Reading | TA

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

Further Reading)

W1D2 - Modeling Practice

Slides: Intro | Tutorials | Outro | Reading | TA

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

W1D3 - Model Fitting

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W1D4 - Generalized Linear Models

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W1D5 - Dimensionality Reduction

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W2D1 - Deep Learning

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W2D2 - Linear Systems

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W2D3 - Biological Neuron Models

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W2D4 - Dynamic Networks

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W3D1 - Bayesian Decisions

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W3D2 - Hidden Dynamics

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W3D3 - Optimal Control

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W3D4 - Reinforcement Learning

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)

W3D5 - Network Causality

Slides: Intro | Tutorials | Outro | Reading

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

Further Reading)