Particle Physics and Machine Learning
Particle Physics and Machine Learning
Week 1: Introduction to Particle Physics and Jets
Week 2: Data Formats and Exploration
Week 2 Notebook: Data Formats and Exploration
Week 3: Feature Engineering
Week 3 Notebook: Feature Engineering
Week 4: Simple Classifiers
Week 4 Notebook: Simple Classifiers
Week 5: Building a Deep Learning Model
Week 5 Notebook: Building a Deep Learning Model
Week 5 Notebook: Deep Learning from Jet Images
Week 6: Evalulating Model Performance and Robustness
Week 6 Notebook: Evalulating Model Performance and Robustness
Week 7: Optimizing Other Objectives
Week 7 Notebook: Optimizing Other Objectives
Week 8: Extending the Model
Week 8 Notebook: Extending the Model
Week 9: Application to Real Data
References
repository
open issue
Index