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Machine Learning with TensorFlow
Getting Started with Deep Learning
The Course Overview (3:48)
Introducing Deep Learning (3:59)
Installing TensorFlow on Mac OSX (3:50)
Installation on Windows – Pre-Reqeusite Virtual Machine Setup (2:49)
Installation on Windows/Linux (4:00)
Your First Classifier
The Hand-Written Letters Dataset (3:01)
Automating Data Preparation (3:20)
Understanding Matrix Conversions (5:34)
The Machine Learning Life Cycle (1:51)
Reviewing Outputs and Results (2:51)
The TensorFlow Toolbox
Getting Started with TensorBoard (5:08)
TensorBoard Events and Histograms (5:21)
The Graph Explorer (5:08)
Our Previous Project on TensorBoard (5:02)
Cats and Dogs – Convolutional Neural Networks
Fully Connected Neural Networks (4:44)
Convolutional Neural Networks (4:58)
Programming a CNN (5:01)
Using TensorBoard on Our CNN (1:58)
CNN Versus Fully Connected Network Performance (2:08)
TensorBoard Events and Histograms
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