International Centre for Theoretical Sciences Courses

Machine Learning in High Energy Physics by Michael Kagan

Explore applications of deep machine learning in high energy physics, covering classification, identification, and estimation strategies for analyzing LHC data and searching for new physics.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

Generative Models Application in High Energy Physics

Explore generative models in high-energy physics, focusing on applications and techniques for data analysis and new physics discovery in particle collider experiments.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Generative Models in High Energy Physics

Explore generative models in high-energy physics, focusing on applications for data analysis and new physics discovery. Learn techniques to handle large datasets and improve experimental outcomes.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

Neural Simulation-based Inference - Lecture 5

Explore neural simulation-based inference techniques for high energy physics data analysis, focusing on advanced machine learning applications in particle physics research.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Machine-Learned Symmetries by Konstantin Matchev

Explore machine-learned symmetries in high-energy physics with Konstantin Matchev. Discover innovative approaches to uncover hidden patterns and symmetries in particle physics data using advanced machine learning techniques.

• YouTube
• 1 hour 35 minutes
• On-Demand
• Free Video

Statistical Methods and Machine Learning in High Energy Physics - Project Presentation Session 2

Explore cutting-edge statistical methods and machine learning applications in high energy physics through expert presentations, fostering collaboration and innovation in data-driven research.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

Anomaly Detection with Autoencoder

Learn to detect anomalies using autoencoders in high energy physics data analysis. Explore advanced machine learning techniques for uncovering rare events and potential new physics.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

To Infinity and Beyond by Lakshmi Sankar

Explore the fascinating world of infinity in mathematics through an engaging talk by Lakshmi Sankar, delving into abstract concepts and their real-world applications.

• YouTube
• 52 minutes
• On-Demand
• Free Video

ChatGPT - What Is All the Chatter About? by Preethi Jyothi

Explore diverse scientific topics through engaging lectures by distinguished researchers, designed to inspire and educate women in mathematics and statistics.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Do Galaxies Know About Their Large-Scale Environment? by Biswajit Pandey

Explore how galaxies interact with their large-scale cosmic environment in this insightful talk by Biswajit Pandey, delving into the fascinating relationship between galactic structures and the universe.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Application of Constrained Simulations in Understanding Galaxy-Halo Connection

Explore constrained simulations to understand galaxy-halo connections, enhancing our knowledge of cosmic structure formation and the relationship between dark matter and visible galaxies.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Spin Alignments and Large-Scale Structure Reconstructions Using Neural Nets by Punyakoti Veena

Explore neural networks for spin alignments and large-scale structure reconstructions in cosmology, advancing our understanding of the Universe's structure and evolution.

• YouTube
• 27 minutes
• On-Demand
• Free Video

The Distribution of Cold Gas in the Local Universe

Explore the distribution of cold gas in the local universe, examining its role in cosmic structure formation and galaxy evolution through advanced cosmological surveys and data analysis techniques.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Cosmology and Cosmography with Galaxy Peculiar Velocity Surveys

Explore galaxy peculiar velocity surveys and their impact on cosmology and cosmography. Learn about cutting-edge techniques for mapping large-scale structures and understanding the Universe's evolution.

• YouTube
• 32 minutes
• On-Demand
• Free Video

An Alternative View on AI - Collaborative Learning, Incentives, Social Welfare

Explore a broader AI paradigm focusing on collaborative learning, incentives, and social welfare. Gain insights into AI systems where intelligence emerges from cooperative agent interactions and economic principles.

• YouTube
• 1 hour 53 minutes
• On-Demand
• Free Video