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- 1. Neural Networks for Machine Vision Georgetown University Nakul R. Padalkar Monday, May 16, 2022
- 2. Basics of CNN May 15, 2022 Machine Vision - Introduction 2
- 3. Basics of CNN May 15, 2022 Machine Vision - Introduction 3
- 4. Basics of CNN May 15, 2022 Machine Vision - Introduction 4
- 5. Basics of CNN May 15, 2022 Machine Vision - Introduction 5
- 6. Old Architectures May 15, 2022 Machine Vision - Introduction 6
- 7. New Architectures May 15, 2022 Machine Vision - Introduction 7
- 8. Object Detection May 15, 2022 Machine Vision - Introduction 8
- 9. Transfer Learning May 15, 2022 Machine Vision - Introduction 9
- 10. Style Learning May 15, 2022 Machine Vision - Introduction 10
- 11. Story So Far May 15, 2022 Machine Vision - Introduction 11
- 12. Story So Far May 15, 2022 Machine Vision - Introduction 12
- 13. Advanced Architecture May 15, 2022 Machine Vision - Introduction 13
- 14. Issues with NN May 15, 2022 Machine Vision - Introduction 14 • Take an exceedingly long time to train • Open architectures resulting in relatively simpler execution • Low barrier for entry • Transfer Learning
- 15. Transfer Learning May 15, 2022 Machine Vision - Introduction 15
- 16. System of CNN May 15, 2022 Machine Vision - Introduction 16
- 17. System of CNN May 15, 2022 Machine Vision - Introduction 17 • Supervised • Large and Complex • Object Detection • SSD - Single Shot MultiBox Detector • Self Driving Cars • Style Transfer • Transfer Learning
- 18. Prerequisite May 15, 2022 Machine Vision - Introduction 18 • You are familiar with python • Scikit learn • Standard Machine Learning Algorithms
- 19. Theme for the Labs May 15, 2022 Machine Vision - Introduction 19 • CNN based Systems • Exercise (Just for yourself, no need to code) • Train breast Cancer dataset using PyTorch • Train breast Cancer dataset using Tenserflow Keras • Use Google Cloud Credits posted in the announcement. • I have requested more through AWS. Will update you on that when I hear back.
- 20. Theme for the Labs May 15, 2022 Machine Vision - Introduction 20 • 10 labs 20 points each • Weekly submissions due on Thursday, with 48 hours grace period • Graded over correctness and attention+explainations of details
- 21. Theme for the Quizzes May 15, 2022 Machine Vision - Introduction 21 • 10/11 quizzes 10 points each • Five Questions on weekly readings • Opens on Monday and stays open for a week.
- 22. Theme for Project May 15, 2022 Machine Vision - Introduction 22 • Prepare for submission to the IEEE Winter Conference on Applications of Computer Vision (WACV) • 4 steps • Follow WACV guidelines • Submission is not mandatory but is highly advised.