Machine Learning Courses and Certifications

UofU Data Science

Machine Learning: Occam's Razor and Consistent Learners - Lecture 14

Delve into advanced concepts of Occam's razor in machine learning, exploring consistent learner applications and theoretical foundations for model complexity.

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

UofU Data Science

PAC Learning in Machine Learning Theory - Lecture 13

Delve into computational learning theory, exploring the PAC model and Occam's razor theorem for advanced understanding of machine learning fundamentals and theoretical frameworks.

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

UofU Data Science

Online Learning and Mistake Bound Analysis in Machine Learning - Lecture 8

Delve into online learning algorithms and performance quantification through mistake bound analysis, focusing on practical implementation strategies and evaluation methods.

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

UofU Data Science

Online Learning and Mistake Bound Analysis in Machine Learning - Lecture 7

Delve into online learning algorithms and performance quantification through mistake bound analysis, focusing on practical implementation strategies and evaluation methods.

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

UofU Data Science

Linear Models and Their Geometry in Machine Learning - Lecture 5

Explore the fundamental concepts and geometric principles behind linear classifiers, a cornerstone of machine learning algorithms and classification techniques.

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

UofU Data Science

Machine Learning Final Exam Review and Coverage - Lecture 29

Master machine learning fundamentals through comprehensive exam preparation, covering learning algorithms, accuracy metrics, and error analysis techniques for practical problem-solving.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

UofU Data Science

Generative and Discriminative Models in Machine Learning - Lecture 27B

Explore the fundamental differences between generative and discriminative models in machine learning through a concise high-level introduction to these essential modeling approaches.

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

UofU Data Science

Positive and Negative Learnability Results in Machine Learning - Lecture 15

Delve into fundamental learnability concepts in machine learning, exploring both positive and negative results that shape our understanding of learning algorithms and their limitations.

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

UofU Data Science

Discriminative and Generative Models in Machine Learning - Lecture 24B

Explore the key distinctions between discriminative and generative models in machine learning, focusing on their unique approaches and practical applications.

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

UofU Data Science

Boosting and Ensembles in Machine Learning - Lecture 18b

Discover how to transform weak learning algorithms into powerful predictive models through boosting and ensemble techniques in machine learning.

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

AI Doctoral Academy

Hybrid and Causal Machine Learning in the Earth Sciences - Lecture 36

Explore hybrid and causal machine learning applications in Earth sciences, focusing on advanced AI techniques for environmental data analysis and modeling.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

MEPTEC

The Role of Machine Learning in Electronic Design Automation

Explore how machine learning revolutionizes electronic design automation, enhancing semiconductor development and improving design efficiency through AI-driven solutions.

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

MEPTEC

Big Strides in Electronics Test and Production - From Algorithmic Methods to Unsupervised Machine Learning

Discover how algorithmic methods and unsupervised machine learning are revolutionizing electronics testing and production processes for enhanced efficiency and automation.

• YouTube
• 30 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

Broad Institute

Leveraging Machine Learning and Clinico-Genomic Data for Cancer Care and Drug Discovery

Discover how machine learning and genomic data from 500,000 cancer cases drive innovations in cancer treatment and pharmaceutical development through advanced computational approaches.

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