United States Courses & Certifications

Machine Learning with Graphs - Fall 2019

Comprehensive exploration of machine learning with graphs, covering network properties, community structures, graph neural networks, and their applications in various domains.

• YouTube
• 1 day 4 hours
• Self-Paced
• Free Video

Stanford CS234: Reinforcement Learning - Winter 2019

Explore reinforcement learning fundamentals to advanced techniques, covering policy evaluation, deep Q-learning, imitation learning, policy gradients, fast RL, and Monte Carlo tree search.

• YouTube
• 19 hours
• Self-Paced
• Free Online Course

Stanford CS330: Deep Multi-Task and Meta Learning

Explore advanced machine learning techniques for efficient learning across multiple tasks, including optimization-based meta-learning, Bayesian approaches, and reinforcement learning applications.

• YouTube
• 18 hours
• Self-Paced
• Free Online Course

iPhone Application Development Spring 2020

Learn SwiftUI for iOS app development through Stanford's comprehensive lectures covering core concepts, data flow, UI design, and integration with UIKit.

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

GGP Course Videos

Comprehensive video series on General Game Playing, covering game description, management, playing strategies, and advanced topics like heuristic search and Monte Carlo methods.

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

Knowledge Graphs Seminar - Spring 2020

Explore knowledge graphs through Stanford's seminar series, covering fundamental concepts, applications, and advanced topics in this cutting-edge field of data representation and reasoning.

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

Stanford Seminar - Audio Research: Transformers for Applications in Audio, Speech and Music

Explore audio research using Transformers, covering applications in music, speech, and acoustic scene understanding. Learn about advanced techniques and architectures for audio synthesis and analysis.

• YouTube
• 48 minutes
• Self-Paced
• Free Online Course

Stanford Seminar - Transformers in Language: The Development of GPT Models Including GPT-3

Explore the evolution of language models from 3-Gram to GPT-3, examining their capabilities in various tasks and discussing the potential of unsupervised learning in AI development.

• YouTube
• 49 minutes
• Self-Paced
• Free Online Course

Computational Design of Compliant, Dynamical Robots - Cynthia Sung

Explore computational design for compliant robots, covering topology optimization, hybrid aerial vehicles, soft arm optimization, and origami-inspired fabrication techniques for dynamic and adaptable robotic systems.

• YouTube
• 56 minutes
• Self-Paced
• Free Online Course

Stanford Seminar - Accessible Virtual Reality for People with Limited Mobility

Explore accessible virtual reality for limited mobility users, covering key barriers, innovative solutions, and design principles for inclusive VR experiences.

• YouTube
• 1 hour
• Self-Paced
• Free Online Course

Stanford Seminar - Designing Assistive Technologies for Agency

Explore innovative assistive technologies for racing games and navigation, focusing on audio-based solutions that enhance accessibility and user experience for individuals with disabilities.

• YouTube
• 58 minutes
• Self-Paced
• Free Online Course

Considerations for Collaborative Robotics - Monroe Kennedy III

Explore collaborative robotics, from human-robot teams to swarm behavior, examining key features, limitations, and technological advancements in this Stanford seminar by Monroe Kennedy III.

• YouTube
• 1 hour
• Self-Paced
• Free Online Course

Stanford Seminar - Distributed Perception and Learning Between Robots and the Cloud

Explore distributed perception and learning in robotics, focusing on cloud-robot interactions, offloading strategies, and efficient data sampling for improved performance and cost reduction.

• YouTube
• 47 minutes
• Self-Paced
• Free Online Course

Stanford Seminar - SMILE- Synchronized, Multi-sensory Integrated Learning Environment

Explore synchronized, multi-sensory integrated learning environments and their impact on distributed systems, cyber-physical networks, and innovative educational technologies.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Online Course

Stanford Seminar - Creating Interfaces with Rich Physical Properties Through Digital Fabrication

Explore digital fabrication techniques for creating interactive materials and novel user interfaces, from custom displays to on-body tactile interfaces and electronic skin.

• YouTube
• 52 minutes
• Self-Paced
• Free Online Course