About this Course

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Shareable Certificate

Earn a Certificate upon completion

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Flexible deadlines

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Advanced Level

Approx. 16 hours to complete

Suggested: 5 weeks of study, 3-5 hours/week...

English

Subtitles: 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. 16 hours to complete

Suggested: 5 weeks of study, 3-5 hours/week...

English

Subtitles: English

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 quiz20m
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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Offered by

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National Research University Higher School of Economics

About the Advanced Machine Learning Specialization

This specialization gives an introduction to deep learning, reinforcement learning, natural language understanding, computer vision and Bayesian methods. Top Kaggle machine learning practitioners and CERN scientists will share their experience of solving real-world problems and help you to fill the gaps between theory and practice. Upon completion of 7 courses you will be able to apply modern machine learning methods in enterprise and understand the caveats of real-world data and settings....
Advanced Machine Learning

Frequently Asked Questions

  • Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable). Peer review assignments can only be submitted and reviewed once your session has begun. If you choose to explore the course without purchasing, you may not be able to access certain assignments.

  • When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.

More questions? Visit the Learner Help Center.