FreeCoursesOnline Me Coursera - Addressing Large Hadron Collider Challenges by Machine Learning

1. 001.Introduction/001. Introduction into the course.mp448.31MB
2. 001.Introduction/002. Experimental particle physics.mp452.59MB
3. 001.Introduction/003. Testing hypotheses experimentally.mp449.03MB
4. 001.Introduction/004. Particle physics simulation.mp430.94MB
5. 002.Detector composition/005. Particle identification.mp435.02MB
6. 002.Detector composition/006. Tracking system.mp428.76MB
7. 002.Detector composition/007. Ring Imaging Cherenkov detector.mp424.47MB
8. 002.Detector composition/008. Calorimeters.mp446.4MB
9. 002.Detector composition/009. Muon system.mp431.4MB
10. 003.Particle identification with machine learning/010. Machine learning in particle identification.mp426.74MB
11. 003.Particle identification with machine learning/011. Uniform classifiers.mp446.38MB
12. 004.Search for New Physics in Rare Decays/012. Physics as a Game of Theories.mp431.04MB
13. 004.Search for New Physics in Rare Decays/013. Lepton Flavour Violation.mp453.88MB
14. 004.Search for New Physics in Rare Decays/014. Classifier Constraints.mp445.47MB
15. 004.Search for New Physics in Rare Decays/015. Data vs Simulation Agreement.mp422.4MB
16. 005.Search for Dark Matter Hints with Machine Learning at new CERN experiment/016. Dark Matter.mp426.69MB
17. 005.Search for Dark Matter Hints with Machine Learning at new CERN experiment/017. Search for Dark Matter at Accelerator Experiment.mp447.09MB
18. 005.Search for Dark Matter Hints with Machine Learning at new CERN experiment/018. Getting Data Before Experiment is built.mp443.8MB
19. 005.Search for Dark Matter Hints with Machine Learning at new CERN experiment/019. Going Deeper.mp437.61MB
20. 005.Search for Dark Matter Hints with Machine Learning at new CERN experiment/020. Looking Ahead.mp412.79MB
21. 006.Detector optimization/021. Detector optimization.mp427.27MB
22. 006.Detector optimization/022. Normal distribution.mp413.84MB
23. 006.Detector optimization/023. Gaussian processes for regression.mp416.68MB
24. 006.Detector optimization/024. Bayesian optimization. Part 1.mp416.74MB
25. 006.Detector optimization/025. Bayesian optimization. Part 2.mp420.33MB
26. 006.Detector optimization/026. Optimization examples.mp414.59MB