Machine Learning with TensorFlow

2017
1:14 hours

Getting Started
The Course Overview
Introducing Deep Learning
Installation on Mac OSX
Installation on Windows – Pre-Requisite Virtual Machine Setup
Installation on Windows/Linux
Your First Classifier
The Hand-Written Letters Dataset
Automating Data Preparation
Understanding Matrix Conversions
The Machine Learning Life Cycle
Reviewing Outputs and Results
The TensorFlow Toolbox
Getting Started with TensorBoard
TensorBoard Events and Histograms
The Graph Explorer
Our Previous Project on TensorBoard
Cats and Dogs – Convolutional Neural Networks
Fully Connected Neural Networks
Convolutional Neural Networks
Programming a CNN
Using TensorBoard on Our CNN
CNN Versus Fully Connected Network Performance