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Addressing Large Hadron Collider Challenges by Machine Learning

Andrei Ustyuzhanin and Mikhail Hushchyn
The Large Hadron Collider (LHC) is the largest data generation machine for the time being. It doesn’t produce the big data, the data is gigantic. Just one of the four experiments generates thousands gigabytes per second. The intensity of data flow is only...
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The Large Hadron Collider (LHC) is the largest data generation machine for the time being. It doesn’t produce the big data, the data is gigantic. Just one of the four experiments generates thousands gigabytes per second. The intensity of data flow is only going to be increased over the time. So the data processing techniques have to be quite sophisticated and unique. In this online course we’ll introduce students into the main concepts of the Physics behind those data flow so the main puzzles of the Universe Physicists are seeking answers for will be much more transparent. Of course we will scrutinize the major stages of the data processing pipelines, and focus on the role of the Machine Learning techniques for such tasks as track pattern recognition, particle identification, online real-time processing (triggers) and search for very rare decays. The assignments of this course will give you opportunity to apply your skills in the search for the New Physics using advanced data analysis techniques. Upon the completion of the course you will understand both the principles of the Experimental Physics and Machine Learning much better. Do you have technical problems? Write to us: [email protected]
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Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Develops the skills of Machine Learning techniques, which are highly relevant to modern physics
Supplies essential background in physics to help learners better understand the applications of Machine Learning
Facilitates experience with the exact techniques used in modern physics
May require some prior understanding of physics
Involves working with complex data sets

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Reviews summary

Lhc data analysis with machine learning

This course introduces the concepts of physics behind the data flow of the Large Hadron Collider, and the role of machine learning in addressing challenges in the data. Assignments give learners the chance to apply their skills in the search for new physics using advanced data analysis techniques. Students with an understanding of machine learning will get the most from this course.
Course includes real-world examples and applications of machine learning.
"Puts everything in perspective with real world and real experimental data."
Provides a good overview of LHC data analysis with machine learning.
"Very nice overview!Especially for an ex-experimental particle physicist being out of that business for more than 20 years."
Course material assumes some prior knowledge of machine learning.
"Cours extrêmement intéressant mais notion parfois poussée pour des novices..."
Some assignments can be overly challenging and difficult to complete without outside help.
"Some assignments are too abstract and difficult to get through without external help"

Career center

Learners who complete Addressing Large Hadron Collider Challenges by Machine Learning will develop knowledge and skills that may be useful to these careers:
Data Scientist
A Data Scientist uses machine learning techniques to uncover patterns and insights from data. The Large Hadron Collider generates massive amounts of data, and Data Scientists are needed to process and analyze this data to find new physics. This course would provide a strong foundation for a career as a Data Scientist, as it covers the core concepts of machine learning and how to apply them to real-world problems.
Machine Learning Engineer
A Machine Learning Engineer builds and deploys machine learning models. This course would provide a strong foundation for a career as a Machine Learning Engineer, as it covers the core concepts of machine learning and how to apply them to real-world problems.
Software Engineer
A Software Engineer designs, develops, and maintains software systems. The Large Hadron Collider generates massive amounts of data, and Software Engineers are needed to develop the software systems to process and analyze this data. This course would provide a strong foundation for a career as a Software Engineer, as it covers the core concepts of software engineering and how to apply them to real-world problems.
Data Analyst
A Data Analyst collects, analyzes, and interprets data to identify trends and patterns. The Large Hadron Collider generates massive amounts of data, and Data Analysts are needed to analyze this data to find new physics. This course would provide a strong foundation for a career as a Data Analyst, as it covers the core concepts of data analysis and how to apply them to real-world problems.
Statistician
A Statistician collects, analyzes, and interprets data to draw conclusions. The Large Hadron Collider generates massive amounts of data, and Statisticians are needed to analyze this data to find new physics. This course would provide a strong foundation for a career as a Statistician, as it covers the core concepts of statistics and how to apply them to real-world problems.
Physicist
A Physicist studies the fundamental laws of nature. The Large Hadron Collider is one of the most important tools for physicists, and this course would provide a strong foundation for a career as a Physicist.
Computer Scientist
A Computer Scientist designs, develops, and maintains computer systems. The Large Hadron Collider generates massive amounts of data, and Computer Scientists are needed to develop the software systems to process and analyze this data. This course would provide a strong foundation for a career as a Computer Scientist, as it covers the core concepts of computer science and how to apply them to real-world problems.
Electrical Engineer
An Electrical Engineer designs, develops, and maintains electrical systems. The Large Hadron Collider is a complex electrical system, and Electrical Engineers are needed to maintain and upgrade this system. This course would provide a strong foundation for a career as an Electrical Engineer, as it covers the core concepts of electrical engineering and how to apply them to real-world problems.
Mechanical Engineer
A Mechanical Engineer designs, develops, and maintains mechanical systems. The Large Hadron Collider is a complex mechanical system, and Mechanical Engineers are needed to maintain and upgrade this system. This course would provide a strong foundation for a career as a Mechanical Engineer, as it covers the core concepts of mechanical engineering and how to apply them to real-world problems.
Civil Engineer
A Civil Engineer designs, develops, and maintains civil infrastructure. The Large Hadron Collider is a complex civil infrastructure project, and Civil Engineers are needed to maintain and upgrade this system. This course would provide a strong foundation for a career as a Civil Engineer, as it covers the core concepts of civil engineering and how to apply them to real-world problems.
Nuclear Engineer
A Nuclear Engineer designs, develops, and maintains nuclear systems. The Large Hadron Collider is a complex nuclear system, and Nuclear Engineers are needed to maintain and upgrade this system. This course would provide a strong foundation for a career as a Nuclear Engineer, as it covers the core concepts of nuclear engineering and how to apply them to real-world problems.
Materials Scientist
A Materials Scientist studies the properties of materials and develops new materials. The Large Hadron Collider is made up of a variety of materials, and Materials Scientists are needed to develop new materials that can withstand the extreme conditions inside the collider. This course would provide a strong foundation for a career as a Materials Scientist, as it covers the core concepts of materials science and how to apply them to real-world problems.
Chemical Engineer
A Chemical Engineer designs, develops, and maintains chemical plants. The Large Hadron Collider uses a variety of chemicals, and Chemical Engineers are needed to develop and maintain the chemical systems that are used in the collider. This course would provide a strong foundation for a career as a Chemical Engineer, as it covers the core concepts of chemical engineering and how to apply them to real-world problems.
Environmental Engineer
An Environmental Engineer designs, develops, and maintains environmental systems. The Large Hadron Collider has a significant environmental impact, and Environmental Engineers are needed to develop and maintain the environmental systems that are used to mitigate this impact. This course would provide a strong foundation for a career as an Environmental Engineer, as it covers the core concepts of environmental engineering and how to apply them to real-world problems.
Biomedical Engineer
A Biomedical Engineer designs, develops, and maintains biomedical systems. The Large Hadron Collider is used to study the fundamental laws of nature, and Biomedical Engineers are needed to develop and maintain the biomedical systems that are used in these studies. This course would provide a strong foundation for a career as a Biomedical Engineer, as it covers the core concepts of biomedical engineering and how to apply them to real-world problems.

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