Machine Learning Courses and Certifications

ICTP-SAIFR

Introduction to Machine Learning - Class 3

Delve into supervised learning concepts, focusing on regression, classification, and model evaluation techniques in this machine learning lecture by Ralf Eichhorn.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Introduction to Machine Learning - Class 2

Dive into the fundamentals of machine learning with Ralf Eichhorn's second class, part of the School on Biological Physics and Biomolecular Simulations in the Machine Learning Era.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Introduction to Machine Learning - Class 1

Dive into the fundamentals of machine learning with Ralf Eichhorn, exploring key concepts and principles in this introductory session from the School on Biological Physics and Biomolecular Simulations.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Machine Learning - Class 1

Dive into the fundamentals of machine learning with Matthieu Wyart in this first class of the São Paulo School of Advanced Science on Disordered Systems.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video

NHR@FAU

The Stunning Success Story of Machine Learning for Weather Prediction

Explore the evolution of weather prediction from human observation to advanced machine learning methods with Prof. Dr. Thomas Ludwig. Discover how ML is transforming computational meteorology and its implications for high-performance computing.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

IPhT-TV

Calabi-Yau Manifolds and Machine Learning

Explore the intersection of Calabi-Yau manifolds and machine learning through cutting-edge research, examining mathematical structures and computational approaches in theoretical physics.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Cambridge Materials

Anisotropic Machine Learning Representations for Coarse-Graining

Explore AniSOAP, an anisotropic generalization of SOAP for machine learning in atomistic simulations, enabling better representation of macromolecular systems and orientation-dependent interactions between atom groups.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

From Biomolecular Prediction to Design: The Impact of Machine Learning in Biological Physics - Class 1

Explore the impact of machine learning in biological physics, from biomolecular prediction to design, in this lecture by Jonathan Martin from the University of Texas.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Chemometrics & Machine Learning in Copenhagen

Semi-Automated Machine Learning for Calibration Model Development

This talk explores Diviner, a semi-automated machine learning approach for calibration model development presented by Manuel A. Palacios and Barry M. Wise from Eigenvector Research. Learn how Diviner differs from traditional AutoML by actively involving…

• YouTube
• 58 minutes
• Self-Paced
• Free Video

UofU Data Science

Practical Advice for Using Machine Learning - Lecture 27

Gain insights into practical advice for building machine learning systems in this comprehensive lecture that concludes the course.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Machine Learning - Class 2

Delve into machine learning concepts with Matthieu Wyart in this second class of the São Paulo School of Advanced Science on Disordered Systems.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Machine Learning - Class 3

Delve into machine learning concepts with Matthieu Wyart in this third class from the São Paulo School of Advanced Science on Disordered Systems.

• YouTube
• 1 hour 33 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Machine Learning Applications in Cosmology - Past, Present, and Future

Explore the evolution and impact of machine learning in cosmological research, from historical applications to cutting-edge developments and future possibilities in astronomical studies.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Data Science Festival

Optimizing Search and Discovery Systems - Machine Learning Challenges and Solutions

Discover how Depop's search and ranking team tackles complex machine learning challenges while maintaining model reliability and enabling rapid feature development in a marketplace environment.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

MIT HAN Lab

EfficientML.AI - Introduction to Efficient Machine Learning

Master efficient machine learning techniques and optimization strategies for deploying ML models in resource-constrained environments, focusing on practical implementation methods and performance enhancement.

• YouTube
• 1 hour 41 minutes
• Self-Paced
• Free Video