Machine Learning Courses and Certifications

AnalystPrep

Machine Learning and Prediction: Decision Trees to Neural Networks - Part B

Master advanced machine learning techniques for FRM exam preparation, covering decision trees, neural networks, and predictive modeling performance evaluation methods.

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

Harvard CMSA

Machine Learning for Protein Structure Prediction - Algorithm Space - Part 1

Delve into protein structure prediction through machine learning, exploring AlphaFold2's revolutionary approach, co-evolutionary methods, and CNN applications in structural biology.

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

Harvard CMSA

Theory of Machine Learning

Explore fundamental mathematical principles underlying machine learning, neural networks, and deep learning architectures with Princeton researcher Boris Hanin's comprehensive theoretical analysis.

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

Code Sync

Powerful Machine Learning at Your Fingertips - ElixirConf EU 2023

Explore efficient numerical computation and Neural Networks in Elixir using Nx, Axon, and Bumblebee. Learn to implement powerful machine learning models with minimal code.

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

MIT HAN Lab

EfficientML.ai: Introduction to Efficient Machine Learning - Lecture 1

Explore efficient machine learning techniques and their applications in this comprehensive introduction to EfficientML.ai from MIT's Prof. Song Han.

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

MIT HAN Lab

EfficientML.ai: Introduction to Efficient Machine Learning - Lecture 1

Explore efficient machine learning techniques and their applications in this introductory lecture from MIT's EfficientML course.

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

Unify

Unifying Machine Learning with One Line of Code - Ivy Framework Introduction

Explore Ivy: a framework-agnostic ML tool for unifying and transpiling functions, libraries, and models across different frameworks. Learn its design, implementation, and potential impact.

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

WeAreDevelopers

Machine Learning Day: From Generative AI to Vector Databases

Explore cutting-edge Machine Learning topics with expert talks on multimodal generative AI, OpenAI embeddings, vector databases, and building products in the GenAI era.

• YouTube
• 4 hours 7 minutes
• Self-Paced
• Free Video

NDC Conferences

Machines, Learning, and Machine Learning

Explore career advice for developers in an AI-driven world, covering motivation, learning strategies, tools like Copilot/ChatGPT, and the journey from code to products.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Fields Institute

Machine Learning and Dynamical Systems

Explore cutting-edge research at the intersection of machine learning and dynamical systems, covering reservoir computing, Koopman operators, and data-driven control methods.

• YouTube
• 1 day 35 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Spring 2025

Master foundational ML concepts from decision trees to neural networks, covering theory, algorithms, and practical implementation techniques.

• YouTube
• 1 day 10 hours 25 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning (Fall 2019)

Master fundamental machine learning algorithms, techniques, and applications through comprehensive university lectures covering theory and practical implementation.

• YouTube
• 1 day 11 hours 29 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Fall 2018

Dive into comprehensive machine learning fundamentals through 27 structured lectures covering algorithms, theory, and practical applications from University of Utah.

• YouTube
• 1 day 10 hours 45 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning - Fall 2016

Dive into comprehensive machine learning fundamentals through university-level lectures covering algorithms, theory, and practical applications from UofU Data Science.

• YouTube
• 1 day 1 hour 42 minutes
• Self-Paced
• Free Video

UofU Data Science

Machine Learning (Fall 2015)

Dive into comprehensive machine learning fundamentals through 28 structured lectures covering algorithms, theory, and practical applications from University of Utah.

• YouTube
• 1 day 11 hours 14 minutes
• Self-Paced
• Free Video