Course curriculum
-
Getting Started
- Course Overview
- Introducing Deep Learning
- Installation on Mac OSX
- Installation on Windows Pre-Requisite Virtual Machine Setup
- Installation on Windows/Linux
- Getting Started : Quiz
-
Your First Classifier
- The Hand-Written Letters Dataset
- Automating Data Preparation
- Understanding Matrix Conversions
- The Machine Learning Lifecycle
- Reviewing Outputs and Results
- Your First Classifier : Quiz
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The Tensorflow Toolbox
- Getting Started with TensorBoard
- Tensorboard Events and Histograms
- The Graph Explorer
- Our Previous Project on Tensorboard
- The Tensorflow Toolbox : Quiz
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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
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End of Course Quiz
- Machine Learning with Tensorflow Final Quiz
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End of Course Survey
- End of Course Survey