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USING AN AUGMENTED DATA SET
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Classroom Contents
NVIDIA Deep Learning: Getting Started with DIGITS - Class 2
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- 1 Intro
- 2 WHAT IS DEEP LEARNING? A Classification Example
- 3 IMAGE CLASSIFICATION WITH DNNS
- 4 HOW DO I GET DIGITS? Two ways to install it
- 5 TRAINING AND VALIDATION DATA Why do we need it?
- 6 NVIDIA DIGITS Network Configuration - Start with a Standard Network
- 7 LENET Network Configuration
- 8 OVERFITTING AND UNDERFITTING How can I use DIGITS to tell me this is happening?
- 9 NVIDIA DIGITS Single Image Classification
- 10 SINGLE IMAGE CLASSIFICATION RESULTS
- 11 NETWORK PARAMETERS
- 12 NVIDIA DIGITS Modifying your Network
- 13 USING AN AUGMENTED DATA SET
- 14 ANOTHER WAY TO IMPROVE PERFORMANCE Data Augmentation Example augmentation - Inverted copies of the input data
- 15 DEPLOYING YOUR NETWORK
- 16 DEPLOYMENT WITH TEGRA Rapid Classification Anywhere
- 17 NVIDIA DIGITS Resources
- 18 HANDS-ON LAB
- 19 DEEP LEARNING LAB SERIES SCHEDULE
