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Classroom Contents
Real-World Python Neural Nets Tutorial - Image Classification with CNN - Tensorflow & Keras
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- 1 Video Overview
- 2 Getting Started Setup & Installation
- 3 Finding datasets to use
- 4 Data Preparation
- 5 Additional Data Prep Convert data to NumPy format
- 6 Reshape Data & Normalize values between 0-1
- 7 Train our first network to classify images
- 8 Convolutional Neural Net CNN approach
- 9 Using GPU on Google Colab speed up training
- 10 Improving our CNN reduce image size, max pooling, dropout, etc
- 11 Using Kerastuner to automatically pick best hyperparameters
- 12 Save & Load our models
- 13 Plot NumPy arrays as images
- 14 Convert JPG/PNG images to NumPy
- 15 Final thoughts
