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ML and the Physical World

Lectures

Image of Introduction: ML and the Physical World

Week 1: Introduction: ML and the Physical World

2024-10-10

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Image of Quantification of Beliefs

Week 1: Quantification of Beliefs

2024-10-15

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Image of Gaussian processes

Week 2: Gaussian processes

2024-10-17

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Image of Practical Gaussian Processes

Week 2: Practical Gaussian Processes

2024-10-22

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Image of Simulation

Week 3: Simulation

2024-10-24

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Image of Emulation

Week 3: Emulation

2024-10-29

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Image of Sequential Decision Making Under Uncertainty: Bayesian Optimisation

Week 4: Sequential Decision Making Under Uncertainty: Bayesian Optimisation

2024-10-31

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Image of Reinforcement Learning

Week 4: Reinforcement Learning

2024-11-05

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Image of Probabilistic Numerics

Week 5: Probabilistic Numerics

2024-11-07

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Image of Emukit and Experimental Design

Week 5: Emukit and Experimental Design

2024-11-12

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Image of Sensitivity Analysis

Week 6: Sensitivity Analysis

2024-11-14

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Image of Multifidelity Modelling

Week 6: Multifidelity Modelling

2024-11-19

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