---
title: "Neuromatch Academy Tutorial Materials"
source: Neuromatch Computational Neuroscience
source_url: https://github.com/NeuromatchAcademy/course-content
licence: CC-BY-4.0
domain: foundations
subdomain: neuromatch-compneuro
date_added: 2026-04-25
---

# Neuromatch Academy Tutorial Materials


[W1D1](#w1d1---model-types) | [W1D2](#w1d2---model-fitting) | [W1D3](#w1d3---generalized-linear-models) | [W1D4](#w1d4---dimensionality-reduction) | [W1D5](#w1d5---deep-learning) | [W2D1](#w2d1---modeling-practice) | [W2D3](#w2d3---linear-systems) | [W2D4](#w2d4---biological-neuron-models) | [W2D5](#w2d5---dynamical-systems) | [W3D2](#w3d2---bayesian-decisions) | [W3D3](#w3d3---hidden-dynamics) | [W3D4](#w3d4---reinforcement-learning) | [W3D5](#w3d5---network-causality)

*Warning:* The 'render with NBViewer' buttons may show outdated content.

## W1D1 - Model Types


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/rbx2a/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/6dxwe/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/9hkg2/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/2esh5/?direct%26mode=render%26action=download%26mode=render) | [TA](https://mfr.ca-1.osf.io/render?url=https://osf.io/5vj73/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/jdumz/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W1D1_ModelTypes/further_reading.md)


## W1D2 - Model Fitting


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/sqcvz/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/2mkq4/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/xq4av/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/bea9f/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/8d29m/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Tutorial 5 |  |  |  |
| Tutorial 6 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W1D2_ModelFitting/further_reading.md)


## W1D3 - Generalized Linear Models


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/qxfz9/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/upyjz/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/pzw7s/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/8sqhc/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/jeyuz/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W1D3_GeneralizedLinearModels/further_reading.md)


## W1D4 - Dimensionality Reduction


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/khbwu/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/kaq2x/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/763p2/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/sjqg5/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/rzscf/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W1D4_DimensionalityReduction/further_reading.md)


## W1D5 - Deep Learning


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/jw829/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/fsqhr/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/z5g93/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/w6dfq/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/hfzx2/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W1D5_DeepLearning/further_reading.md)


## W2D1 - Modeling Practice


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/kmwus/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/kygfn/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/agrp6/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/2esh5/?direct%26mode=render%26action=download%26mode=render) | [TA](https://mfr.ca-1.osf.io/render?url=https://osf.io/v5emn/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/3j2cn/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Outro |  |  |  |


## W2D3 - Linear Systems


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/vx5ny/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/snv4m/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/dx6je/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/dcrnj/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/ex43g/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W2D3_LinearSystems/further_reading.md)


## W2D4 - Biological Neuron Models


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/gyfr2/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/8djsm/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/agpmt/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/cd5u8/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/scw6a/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W2D4_BiologicalNeuronModels/further_reading.md)


## W2D5 - Dynamical Systems


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/mdve5/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/nvuty/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/6qtxn/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/zq94w/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/hsdcy/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W2D5_DynamicalSystems/further_reading.md)


## W3D2 - Bayesian Decisions


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/xam4w/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/sqnd5/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/cvbu7/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/3sqpy/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/snpd9/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W3D2_BayesianDecisions/further_reading.md)


## W3D3 - Hidden Dynamics


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/8u92f/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/rh23s/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/nqcy3/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/4wpkf/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/ca2uk/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Tutorial 5 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W3D3_HiddenDynamics/further_reading.md)


## W3D4 - Reinforcement Learning


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/cpxqn/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/2jzdu/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/pmw8z/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/fvjwe/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/r8btz/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W3D4_ReinforcementLearning/further_reading.md)


## W3D5 - Network Causality


Slides: [Intro](https://mfr.ca-1.osf.io/render?url=https://osf.io/fsxkt/?direct%26mode=render%26action=download%26mode=render) | [Tutorials](https://mfr.ca-1.osf.io/render?url=https://osf.io/gp4m9/?direct%26mode=render%26action=download%26mode=render) | [Outro](https://mfr.ca-1.osf.io/render?url=https://osf.io/acxqf/?direct%26mode=render%26action=download%26mode=render) | [Reading](https://mfr.ca-1.osf.io/render?url=https://osf.io/5kbrs/?direct%26mode=render%26action=download%26mode=render) | [DaySummary](https://mfr.ca-1.osf.io/render?url=https://osf.io/5pwdh/?direct%26mode=render%26action=download%26mode=render)

|   | Run | Run | View |
| - | --- | --- | ---- |
| Intro |  |  |  |
| Tutorial 1 |  |  |  |
| Tutorial 2 |  |  |  |
| Tutorial 3 |  |  |  |
| Tutorial 4 |  |  |  |
| Outro |  |  |  |


[Further Reading](https://github.com/NeuromatchAcademy/course-content/blob/main/tutorials/W3D5_NetworkCausality/further_reading.md)
