Cousera Videos

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  1. Why Machine Learning is exciting

  1. What is Machine Learning?

  1. Logistic Regression

  1. Interpretation of Logistic Regression

  1. Motivation for Multilayer Perceptron

  1. Multilayer Perceptron Concepts

  1. Multilayer Perceptron Math Model

  1. Deep Learning

  1. Example: Document Analysis

  1. Interpretation of Multilayer Perceptron

  1. Transfer Learning

  1. Model Selection

  1. Early History of Neural Networks

  1. Hierarchical Structure of Images

  1. Convolutional Filters

  1. Convolutional Neural Networks

  1. CNN Math Model

  1. How the Model learns

  1. Advantages of Hierachical Features

  1. CNN on Real Images

  1. Applications and Use in Practice

  1. Deep Learning and Transfer Learning

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