- 01. Introduction
- 02. Bryan Catanzaro
- 03. GPU vs. CPU
- 04. Transfer Learning
- 05. Deep Learning History
- 06. ImageNet
- 07. AlexNet
- 08. Lab: AlexNet
- 09. Lab: ImageNet Inference
- 10. Lab: Traffic Sign Inference
- 11. Lab: Solution - Traffic Sign Inference
- 12. Lab: Feature Extraction
- 13. Lab: Solution - Feature Extraction
- 14. Lab: Training the Feature Extractor
- 15. Lab: Solution - Training the Feature Extractor
- 16. Lab: Conclusion
- 17. AlexNet Today
- 18. VGG
- 19. Empirics
- 20. GoogLeNet
- 21. ResNet
- 22. Lab: VGG, Inception (GoogLeNet) and ResNet
- 23. Lab: Cifar10 Aside
- 24. Lab: Feature Extraction with Cifar10
- 25. Lab: Solution - Feature Extraction with Cifar10
- 26. Lab: Feature Extraction with Traffic Signs
- 27. Lab: Solution - Feature Extraction with Traffic Signs
- 28. Lab: Transfer Learning Summary
- 29. Outro