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Machine Learning Foundations Course

Lectures

Image of Probability

Week 1: Probability

2025-09-01

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Image of Narratives, Science and Data

Week 1: Narratives, Science and Data

2025-09-02

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Image of Objective Functions and Gradient Descent

Week 1: Objective Functions and Gradient Descent

2025-09-03

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Image of Linear Algebra and Regression

Week 2: Linear Algebra and Regression

2025-09-08

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Image of Basis Functions and Generalisation

Week 2: Basis Functions and Generalisation

2025-09-09

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Image of Generalised Linear Models

Week 2: Generalised Linear Models

2025-09-10

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Image of Bayesian Regression

Week 3: Bayesian Regression

2025-09-15

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Image of Gaussian Processes

Week 3: Gaussian Processes

2025-09-16

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Image of Gaussian Processes II

Week 3: Gaussian Processes II

2025-09-17

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Image of Dimensionality Reduction: Latent Variable Modelling

Week 4: Dimensionality Reduction: Latent Variable Modelling

2025-09-22

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Image of Visualisation

Week 4: Visualisation

2025-09-23

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Image of Deep Architectures

Week 4: Deep Architectures

2025-09-24

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