YouTube Courses

Convex Optimization I - 2023

Master convex optimization fundamentals and applications across engineering, finance, and machine learning through Stanford's comprehensive mathematical framework and solution techniques.

• YouTube
• 23 hours 44 minutes
• On-Demand
• Free Video

Machine Learning with Graphs

Master graph-based machine learning techniques including Graph Neural Networks, PageRank, knowledge graphs, and network analysis for modeling complex social, technological, and biological systems.

• YouTube
• 1 day 8 minutes
• On-Demand
• Free Video

Stanford CS109 - Introduction to Probability for Computer Scientists 2022

Master probability theory fundamentals through combinatorics, random variables, distributions, and machine learning applications in this comprehensive Stanford computer science program.

• YouTube
• 1 day 11 hours 25 minutes
• On-Demand
• Free Video

Stanford CS224N - Natural Language Processing with Deep Learning 2023

Master cutting-edge neural networks for NLP, from word vectors to Transformers, with hands-on tutorials covering RNNs, attention mechanisms, and modern language models.

• YouTube
• 1 day 5 hours 12 minutes
• On-Demand
• Free Video

Natural Language Understanding I - Spring 2023

Master advanced NLP techniques including transformers, BERT, GPT, in-context learning, and behavioral evaluation methods for natural language understanding systems.

• YouTube
• 15 hours 29 minutes
• On-Demand
• Free Video

Principles of Sensing for Autonomy I - Spring 2023

Explore fundamental physics principles behind GPS, inertial sensors, radar, lidar, and cameras for autonomous robotics applications and sensor design.

• YouTube
• 1 day 4 hours 44 minutes
• On-Demand
• Free Video

Stanford CS229 - Machine Learning I Spring 2022

Master supervised and unsupervised learning, neural networks, reinforcement learning, and statistical pattern recognition through Stanford's comprehensive machine learning curriculum.

• YouTube
• 1 day 1 hour 43 minutes
• On-Demand
• Free Video

Deep Multi-Task and Meta Learning - Autumn 2022

Master multi-task and meta-learning algorithms to build AI systems that efficiently learn new tasks from limited data and transfer knowledge across domains.

• YouTube
• 21 hours 30 minutes
• On-Demand
• Free Video

Machine Learning Explainability Workshop

Dive into modern machine learning explainability techniques with Harvard's Prof. Hima Lakkaraju, covering interpretable models, post-hoc methods, and evaluation frameworks.

• YouTube
• 4 hours 12 minutes
• On-Demand
• Free Video

Statistical Learning with R

Master supervised and unsupervised learning techniques using R, from linear regression to deep learning, with hands-on implementation of modern data science methods.

• YouTube
• 20 hours 28 minutes
• On-Demand
• Free Video

Stanford CS224N - Natural Language Processing with Deep Learning - Winter 2021

Master neural networks, transformers, and attention mechanisms for text processing, translation, and language generation through Stanford's comprehensive deep learning approach.

• YouTube
• 1 day 7 hours 31 minutes
• On-Demand
• Free Video

Stanford CS224U - Natural Language Understanding - Spring 2021

Explore advanced NLP techniques including transformers, BERT, sentiment analysis, and grounded language understanding through Stanford's project-oriented graduate curriculum.

• YouTube
• 13 hours 18 minutes
• On-Demand
• Free Video

Machine Learning with Graphs

Master graph neural networks, node embeddings, and network analysis through Stanford's comprehensive exploration of machine learning algorithms for large-scale social and information networks.

• YouTube
• 22 hours 23 minutes
• On-Demand
• Free Video

From Clinic to Technology - Advancing Child Health for Asians and Asian Americans in the Age of AI

Explore how AI and technology can advance pediatric healthcare for Asian and Asian American communities, addressing health disparities and responsible innovation strategies.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Understanding Medicare Coverage with Diabetes

Discover how Medicare covers diabetes-related care and services with essential guidance from a Stanford clinical pharmacist in this comprehensive 56-minute webinar.

• YouTube
• 56 minutes
• On-Demand
• Free Video