Machine Learning Courses and Certifications

Discover AI

LLMs Ignoring New Context - SIN-Bench for Tracing Native Evidence Chains in Long-Context Multimodal Scientific Literature

Discover how large language models struggle with incorporating new contextual information, exploring research from Tsinghua and Stanford on multimodal scientific literature reasoning.

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

Tina Huang

Introduction to Open Source Models

Discover the fundamentals of open source AI models in this comprehensive introduction covering key concepts, practical applications, and getting started with implementation.

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

Tina Huang

LLM and Prompting 101

Discover fundamentals of large language models and prompting techniques through interactive modules and hands-on challenges with practical applications.

• YouTube
• 1 hour 33 minutes
• Self-Paced
• Free Video

Neuro Symbolic

ML Foundations V - Unsupervised and Non-Parametric Methods

Explore unsupervised learning, clustering algorithms, k-nearest neighbors, and association rule mining techniques in this comprehensive machine learning foundations session.

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

Institut Henri Poincaré

Structured Regularization Summer School 2017

Dive into advanced mathematical techniques for structured regularization through expert lectures covering optimization, machine learning, and signal processing applications.

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

Paul G. Allen School

Algorithmic Foundations of Learning and Control - 2019

Explore algorithmic foundations connecting machine learning and control theory through expert lectures from leading researchers in optimization, reinforcement learning, and robotics.

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

Institute for Pure & Applied Mathematics (IPAM)

Mathematics of Intelligences - Computational Models, Neural Mechanisms, and Evolutionary Approaches

Explore computational models, neural mechanisms, and evolutionary approaches to understanding human, animal, and artificial intelligence through expert tutorials.

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

Discover AI

SSR - Path-Factorized Self-Correction for LLMs

Discover how ancient Socratic methods enhance modern LLM reasoning through path-factorized self-correction techniques for improved AI decision-making and problem-solving capabilities.

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

Discover AI

AI Reasoning on a Möbius Strip

Explore why LLMs benefit from generating extra reasoning tokens and which aspects of task complexity determine optimal reasoning length in this Harvard research presentation.

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

Chris Hay

LLMs Don't Calculate - They Just Remember Everything

Uncover how LLMs handle arithmetic through lookup tables, not computation. Explore neural mechanisms, strategy detection, and causal steering in GPT-OSS-20B's mathematical processing.

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

Harvard CMSA

Self-Supervised Learning, JEPA, World Models, and the Future of AI

Discover cutting-edge AI concepts including self-supervised learning, JEPA architecture, and world models from renowned expert Yann LeCun in this Harvard lecture.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Career Certificate

Data Science & AI Certificate

840 ratings at Noble Desktop

Master Python, SQL, and machine learning fundamentals to build data science skills, create automated solutions, develop interactive dashboards, and implement predictive models for real-world applications.

• Noble Desktop
• 114 hours
• Self-Paced
• $3,995.00

Career Certificate

FinTech Bootcamp

833 ratings at Noble Desktop

Master Python, data science, and financial analysis skills to build a career in FinTech. Learn data visualization, machine learning, SQL, automation, and create interactive dashboards for real-world applications.

• Noble Desktop
• 114 hours
• Self-Paced
• $4,995.00

Data Analysis with Python

19708 ratings at Coursera

Learn to analyze data using Python, from importing and cleaning to exploratory analysis and building machine learning models. Gain hands-on experience with popular libraries and real-world datasets.

• Coursera
• 17 hours 2 minutes
• Self-Paced
• Paid Course

NPTEL;  IIT Kharagpur

Business Analytics for Management Decision

16 ratings

This course will be exclusively quantitative and an application to business/management-related problems. It is connected with problem sets and real life cases to know the relevance of a particular problem and the decision-making thereof.

• YouTube
• 1 day 15 hours
• Self-Paced
• Free Video