Machine Learning Courses and Certifications

USENIX

ALERT - Machine Learning-Enhanced Risk Estimation for Databases Supporting Encrypted Queries

Discover ALERT, a machine learning framework for real-time risk assessment in searchable symmetric encryption, delivering 31x faster predictions to protect against leakage attacks.

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

USENIX

SoK: Data Reconstruction Attacks Against Machine Learning Models - Definition, Metrics, and Benchmark

Explore a unified taxonomy and formal definitions for data reconstruction attacks against ML models, featuring new evaluation metrics and LLM-based visual assessment frameworks.

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

UofU Data Science

Theory of Science - Machine Learning - L19

Explore the philosophical foundations of data science and machine learning through Donoho's frictionless reproducibility framework in this comprehensive theoretical examination.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

ICTP-SAIFR

Machine Learning Methods for Cosmology - Class 5

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

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

SNIAVideo

Introduction to AI and Machine Learning

Discover foundational AI and Machine Learning concepts, history, and real-world applications while witnessing a live neural network training demonstration.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

5 Minutes Engineering

Movie Success Predictor - End to End Machine Learning Project

Master building a complete movie success prediction system using machine learning techniques in this hands-on project walkthrough.

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

Simons Institute

Health Monitoring with Wireless Sensors and Machine Learning

Discover how wireless sensing and machine learning enable touchless health monitoring, tracking breathing, heart rate, and sleep without wearable devices for clinical applications.

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

44CON Information Security Conference

bin2ml - Turning Software Binaries into Machine Learning Ready Training Data

Discover how to transform software binaries into machine learning training datasets for security analysis and malware detection applications.

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