Machine Learning Courses and Certifications

International Centre for Theoretical Sciences

Machine Learning Based Diagnostics of Climate Variability from Subseasonal to Seasonal Timescales

Explore machine learning techniques for diagnosing climate variability patterns from subseasonal data, advancing Earth system modeling and weather prediction capabilities.

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

5 Minutes Engineering

Product Price Estimator - End to End Machine Learning Project

Master building a complete product price estimator using machine learning techniques with hands-on implementation and downloadable code resources.

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

International Centre for Theoretical Sciences

The Mathematics of Large Machine Learning Models - Lecture 1

Explore the mathematical foundations behind large machine learning models and discover why modern AI defies classical theoretical wisdom in this Stanford professor's lecture.

• YouTube
• 1 hour 26 minutes
• Self-Paced
• Free Video

Open Data Science

Robustness to Adversarial Inputs and Tail Risk via Boosting - Machine Learning Model Defense Strategies

Explore innovative strategies for robust machine learning models against adversarial inputs and tail risks, focusing on ensemble methods and risk-sensitive decision-making in high-stakes environments.

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

MonashPhysicsAndAstronomy

ACES MACE - A Machine Learning Approach to Chemistry Emulation for AGB Outflows

Discover how MACE uses machine learning to efficiently model 3D chemical processes in AGB star outflows, enabling faster simulations of complex astronomical phenomena through innovative dimensionality reduction.

• YouTube
• 21 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

ICTP-SAIFR

Machine Learning Methods for Cosmology - Class 4

Explore advanced machine learning techniques applied to cosmological data analysis and modeling in this specialized physics lecture.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

Machine Learning Methods for Cosmology - Class 3

Explore advanced machine learning techniques applied to cosmological data analysis and modeling in this specialized physics lecture.

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

ICTP-SAIFR

Machine Learning Methods for Cosmology - Class 2

Explore advanced machine learning techniques applied to cosmological data analysis and modeling in this specialized physics lecture.

• YouTube
• 1 hour 29 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

Centre de recherches mathématiques - CRM

Optimization in Machine Learning - From Convexity to Non-Convexity

Explore optimization algorithms in machine learning, from convex methods with strong guarantees to non-convex challenges in neural networks and complex models.

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

Center for Language & Speech Processing(CLSP), JHU

Evolutionary Machine Learning in Engineering Design - Day 4 Morning

Discover how evolutionary algorithms revolutionize engineering design through machine learning techniques in this comprehensive lecture by Lukáš Sekanina from BUT.

• YouTube
• 2 hours 40 minutes
• Self-Paced
• Free Video

Cambridge Materials

Order-Disorder Transitions in Zeolitic Frameworks Using Molecular Dynamics and Machine Learning

Explore the molecular mechanisms of ordered-disordered phase transitions in zeolitic frameworks through a combination of molecular dynamics simulations, machine learning, and data science approaches.

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

Augmented Startups

Building a Machine Learning Model for Drought Analysis Using Python and Scikit-learn

Master data preprocessing, exploratory analysis, and feature selection techniques to build effective machine learning models for drought prediction using Python, Scikit-learn, and Google Colab.

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