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Machine Learning and AI

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Matlab

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  1. Access and Organize Data with MATLAB - Video - MATLAB
  2. Using MATLAB to Visualize Scientific Data (online tutorial) : TechWeb : Boston University

Statistics and Machine Learning

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  1. Getting Started with Statistics and Machine Learning Toolbox
  2. Statistics and Machine Learning Toolbox

    Examples

Accounts

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  1. MATLAB Online R2017b
  2. MATLAB for Coursera classes

Statistics

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Principal Components Analysis

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How to analyse where most of the variation in your data is coming from.

  1. Practical Guide to Principal Component Analysis (PCA) in R & Python

    Easy to understand introduction

  2. Principal Component Analysis in R

    Introduction to PCA using R

DeepLearning.TV

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DeepLearning.TV - Overview of concepts with no math; perfect for mathematically allergic!

  1. DeepLearning.TV

Introductory lectures

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  1. Risto Siilasmaa on Machine Learning

    Start here for an overview.

Related Mathematics for Dummies

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https://www.youtube.com/watch?v=aircAruvnKk

  1. But what *is* a Neural Network? | Chapter 1, deep learning

    Outstanding explanation of the principles from a mathematician who explains things clearly.

  2. Gradient descent, how neural networks learn | Chapter 2, deep learning
  3. Hilbert's Curve: Is infinite math useful?

    Useful for understanding how to map images to sound, for example.

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