Machine Learning Courses and Certifications

Centre International de Rencontres Mathématiques

Wasserstein Gradient Flows and Applications to Sampling in Machine Learning - Lecture 3

Explore Wasserstein gradient flows and their applications to sampling in machine learning with Anna Korba's advanced lecture on this complex mathematical topic.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Centre International de Rencontres Mathématiques

Wasserstein Gradient Flows and Applications to Sampling in Machine Learning - Lecture 1

Explore Wasserstein gradient flows and their applications to sampling in machine learning through an in-depth lecture by Anna Korba.

• YouTube
• 1 hour 31 minutes
• Self-Paced
• Free Video

Nepal in the Loop - Human-Aided Decision Making in Machine Learning

Explore human-aided machine learning and its potential to empower Nepal's workforce in the global data economy, led by an experienced data scientist.

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

Devoxx Poland

Building Smarter Solutions With No Expertise in Machine Learning

Discover how to create intelligent solutions without ML expertise. Learn practical approaches to leverage AI technologies for smarter applications.

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

Materials Cloud

Materials Discovery in Challenging Spaces with Machine Learning - Lecture 32

Explore materials discovery using machine learning, focusing on transition metal complexes and metal-organic frameworks with Prof. Heather Kulik from MIT.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Snorkel AI

How Georgetown Helps Data Scientists and SMEs Collaborate on Machine Learning

Explore Georgetown's approach to enhancing ML project workflows and fostering collaboration between data scientists and subject matter experts using Snorkel.

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

Snorkel AI

The Challenges and Opportunities of Continual Learning in Real-Time Machine Learning

Explore challenges and opportunities in continual learning, covering stages, training types, key issues, and solutions for feature monitoring and evaluation in machine learning ecosystems.

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

Snorkel AI

Democratizing Machine Learning: MLCommons' Role in Public Datasets and Benchmarks

Explore MLCommons' mission to transform machine learning through benchmarks, best practices, and data. Learn about public datasets' importance and the organization's tools for dataset creation.

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

Snorkel AI

Why Fixing Your Data Can Fix Your Model in Machine Learning

Explore how addressing data issues can improve machine learning models, focusing on cost-effective solutions and identifying crucial data problems to optimize resources.

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

Snorkel AI

How Machine Learning Fuels the Fight Against Sex Trafficking

Explore how machine learning techniques are applied to combat sex trafficking, focusing on detection and prevention strategies using deep web data analysis.

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

RWTH Center for Artificial Intelligence

Probabilistic Simulation Methods for Machine Learning in Science and Technology

Explore probabilistic numerics in machine learning, bridging computation and inference. Gain insights into physics-informed ML and adaptive solver integration for enhanced efficiency in scientific computing.

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

Center for Language & Speech Processing(CLSP), JHU

Machine Learning - Finding Patterns in the World

Explore patterns in data using machine learning techniques. Gain insights into real-world applications and methodologies presented by a Johns Hopkins expert.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

New Machine Learning Tools for Structured Prediction - 2012

Explore advanced machine learning techniques for structured prediction in NLP and social network analysis, focusing on Markov Random Fields and risk minimization approaches.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Personalized Speech Enhancement: Data- and Resource-Efficient Machine Learning

Explore data-efficient machine learning techniques for personalized speech enhancement, focusing on modularized models and self-supervised learning to achieve user-specific improvements with minimal data.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Johns Hopkins Medicine

Machine Learning in Congenital Heart Disease - From Information to Intelligence

Explore machine learning applications in congenital heart disease, transforming cardiac imaging data into intelligent diagnostic and treatment tools.

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