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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
  • Repository
  • Open issue

Index

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

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