About this Course

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Advanced Level
Approx. 24 hours to complete
English
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Advanced Level
Approx. 24 hours to complete
English

Offered by

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National Research University Higher School of Economics

Syllabus - What you will learn from this course

Week
1

Week 1

4 hours to complete

Introduction into particle physics for data scientists

4 hours to complete
5 videos (Total 46 min), 2 readings, 1 quiz
5 videos
Introduction into the course11m
Experimental particle physics13m
Testing hypotheses experimentally12m
Particle physics simulation7m
2 readings
About the University10m
Lecture slides10m
Week
2

Week 2

5 hours to complete

Particle identification

5 hours to complete
7 videos (Total 62 min), 1 reading, 2 quizzes
7 videos
Tracking system7m
Ring Imaging Cherenkov detector6m
Calorimeters11m
Muon system8m
Machine learning in particle identification6m
Uniform classifiers12m
1 reading
Lecture slides10m
1 practice exercise
Particle identification quiz30m
Week
3

Week 3

7 hours to complete

Search for New Physics in Rare Decays

7 hours to complete
4 videos (Total 41 min), 1 reading, 1 quiz
4 videos
Lepton Flavour Violation14m
Classifier Constraints12m
Data vs Simulation Agreement5m
1 reading
Lecture slides10m
Week
4

Week 4

4 hours to complete

Search for Dark Matter Hints with Machine Learning at new CERN experiment

4 hours to complete
5 videos (Total 41 min), 1 reading, 1 quiz
5 videos
Search for Dark Matter at Accelerator Experiment11m
Getting Data Before Experiment is built10m
Going Deeper9m
Looking Ahead3m
1 reading
Lecture slides10m

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About the Advanced Machine Learning Specialization

Advanced Machine Learning

Frequently Asked Questions

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