Machine Learning Courses and Certifications

UofU Data Science

Machine Learning - Lecture 18

Dive into advanced data science concepts through comprehensive coverage of machine learning principles, algorithms, and practical applications in this university-level lecture.

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

IPhT-TV

Mathematical Problems in Machine Learning - Lecture 4

Delve into advanced mathematical probability concepts applied to machine learning through Stanford expert Andrea Montanari's comprehensive theoretical exploration and analysis.

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

IPhT-TV

Mathematical Problems in Machine Learning - Part 1 of 4

Dive into mathematical probability fundamentals for machine learning through Stanford expert Andrea Montanari's comprehensive exploration of key theoretical concepts and applications.

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

Data Con LA

Predicting What We Breathe - Using Machine Learning for Urban Air Quality Analysis

Discover how Los Angeles uses NASA satellite data and machine learning to analyze air quality patterns, predict pollution events, and develop targeted mitigation strategies for improving urban air quality.

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

Yale Cardiovascular Medicine Grand Rounds

Identifying Candidates for Advanced Heart Failure Therapies Using Machine Learning

Discover how artificial intelligence can revolutionize early identification of heart failure patients for advanced therapies, improving survival rates through timely interventions and referrals.

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

INSAIT Institute

Machine Learning for Autonomous Driving

Explore cutting-edge machine learning applications in autonomous vehicle technology through insights from Waymo's expert Dr. Dragomir Anguelov at INSAIT 2022.

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

INSAIT Institute

Building Machine Learning Systems for the Era of Data-Centric AI

Explore the evolution of ML systems beyond model training, focusing on data quality, trustworthiness, and regulatory compliance through systematic data debugging and cleaning approaches.

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

Simons Institute

Mitigating Backdoors in Machine Learning Models - Security and Defense Strategies

Explore techniques for defending against undetectable backdoors in machine learning systems through black-box mitigation strategies, focusing on binary classification and regression models.

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

Simons Institute

Formal Backdoor Detection Games and Deceptive Alignment in Machine Learning

Explore the strategic interplay between attackers and defenders in machine learning backdoors, examining implications for AI alignment and deceptive behavior detection.

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

ACM SIGPLAN

Concrete Type Inference for Code Optimization using Machine Learning with SMT Solving

Explore innovative concrete type inference for dynamically typed languages, combining machine learning and SMT solving to enable code optimization without manual type annotations, significantly boosting performance.

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

Android Makers

On-Device Machine Learning for Android with MediaPipe

Explore on-device ML for Android using MediaPipe to add advanced features like image generation and object detection to your apps.

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

DEFCONConference

Incubated ML Exploits: Backdooring Machine Learning Pipelines with Input Handling Bugs

Explore machine learning pipeline vulnerabilities and learn to identify, exploit, and defend against model backdoors through input handling bugs and systematic security approaches.

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

OpenFabrics Alliance

Designing Networking Stacks for Machine Learning Frameworks

Dive into networking stack design for machine learning frameworks, exploring challenges, solutions, and real-world applications through NCCL case studies and prototype implementations.

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

Fibre Channel Industry Association - FCIA

Benefits of FC-NVMe for Containerized Machine Learning Models

Discover how FC-NVMe optimizes containerized machine learning models, exploring Docker fundamentals, ML storage requirements, and performance benefits for efficient model training and deployment.

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

The Machine Learning Engineer

LLMOPS: Training a Small LLM (GPT-2) - Machine Learning and Data Science

Explore training a small LLM (GPT2) locally, understanding challenges and limitations of LLM development for individuals and small teams.

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