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Classroom Contents
Lowering the Bar - Deep Learning for Side Channel Analysis
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- 1 Intro
- 2 Power analysis
- 3 Example (huge) leakage
- 4 Signal processing (demo)
- 5 AES-128 first round attack
- 6 Points of interest selection
- 7 Concept of Template Analysis
- 8 The actual process
- 9 Deep Learning
- 10 Convolutional Neural Networks (CNN)
- 11 Creating training/test/validation data sets
- 12 Classification
- 13 Step 1: Define initial hyper-parameters (demo)
- 14 Make sure it's capable of learning
- 15 Make it generalize
- 16 Key Recovery
- 17 Piñata AES-128 with misalignment (demo)
- 18 Bypassing Misalignment with CNNS
- 19 Breaking protected ECC on Piñata
- 20 Breaking AES with First-Order Masking (demo)
- 21 1st cool thing
- 22 2nd cool thing
- 23 I want to learn more!
- 24 Key takeaways
