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Machine Learning for Natural Hazards

Introduction

Background and Refresher

Introduction to Machine Learning
Linear Algebra refresher
Gradient-based optimization
Linear and Logistic Regression

Neural Networks

Basics of Neural Networks
More on Neural Networks
Best practices in the training of Machine Learning models

Convolutional Neural Networks

More on gradient-based optimization
Convolutional Neural Networks
CNNs Popular Architectures

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By Ashok Dahal, Modified from the Content of Matteo Ravasi, KAUST

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