Machine Learning Courses and Certifications

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
• On-Demand
• Free Video

USENIX

GREEN - Carbon-Efficient Resource Scheduling for Machine Learning Clusters

Discover GREEN, a carbon-aware ML cluster scheduler that reduces emissions by 41.2% while maintaining job completion efficiency through temporal workload shifting.

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

Data Science Conference

Machine Learning: The Engine Behind Modern E-commerce Search

Discover how machine learning powers e-commerce search engines through keyword matching, semantic search, re-ranking, recommendation systems, and personalization to deliver relevant results and enhance shopping experiences.

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

International Centre for Theoretical Sciences

Statistics and Machine Learning for Attribution of Extreme Events to Climate Change

Explore statistical and machine learning methods for attributing extreme weather events to climate change impacts and human activities.

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

International Centre for Theoretical Sciences

Machine Learning to Improve Rainfall Prediction

Discover how machine learning techniques enhance rainfall prediction accuracy through advanced computational methods and data-driven modeling approaches.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Using Machine Learning and Low-Cost Sensors to Validate Air Quality Models

Explore how machine learning and affordable sensors validate air quality models for improved environmental monitoring and climate research applications.

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

International Centre for Theoretical Sciences

Machine Learning for Indian Monsoon

Explore machine learning applications for understanding and predicting Indian monsoon patterns through advanced computational modeling techniques.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Roles of Machine Learning in Applied Weather Forecasting

Explore how machine learning transforms weather forecasting accuracy and efficiency through advanced data-driven models and AI-powered prediction techniques.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

UofU Data Science

Machine Learning Foundations - Part 1

Discover fundamental machine learning concepts and principles in this comprehensive introduction covering essential theory and practical applications.

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

BIMSA

PDEs Meet Machine Learning - Integrating Numerics and Control

Explore how partial differential equations integrate with machine learning through numerical methods and control theory applications.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

BIMSA

Towards a Statistical Foundation for Machine Learning Methods

Explore statistical foundations underlying modern machine learning methods with Johannes Schmidt-Hieber in this comprehensive mathematical analysis.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

BIMSA

Machine Learning for the Sciences - Toward Understanding

Discover how machine learning transforms scientific research and enhances understanding across disciplines with expert insights from Klaus-Robert Müller.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video