Computer Science Courses and Certifications

Stanford Seminar - Citadel of One- Individuality and the Rise of the Machines, Suzanne Sadedin

Exploring individuality from a biological perspective, examining its emergence in various entities and scales, and discussing implications for human societies and technological advancement.

• YouTube
• 51 minutes
• On-Demand
• Free Online Course

Stanford Seminar - Programming Should Be More Than Coding

Explore programming beyond coding, focusing on specification and problem-solving. Learn to think clearly about algorithms and connect formal specifications to practical code implementation.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Online Course

Stanford Seminar - Software-Defined Networking at the Crossroads

Explore software-defined networking's impact on network architecture, control plane abstractions, and the shift towards software-based network infrastructure and management.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Online Course

Stanford CS229 - Machine Learning Full Course Taught by Andrew Ng - Autumn 2018

Comprehensive machine learning series covering fundamental concepts to advanced topics, taught by Andrew Ng. Includes algorithms, neural networks, and reinforcement learning.

• YouTube
• 1 day 3 hours
• On-Demand
• Free Online Course

Artificial Intelligence - Principles and Techniques - Autumn 2019

Understand Artificial Intelligence, its principles and techniques with this Standford engineering course.

• YouTube
• 1 day 1 hour
• On-Demand
• Free Online Course

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Online Course

Stanford Seminar - Natural Language Processing for Conversational Interfaces

Explore building production-quality conversational interfaces with advanced NLU techniques, addressing real-world challenges in domain classification, intent recognition, and entity handling for both text and voice applications.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Online Course

Smart Physical Systems from the Standpoint of an AI Company

Explore machine learning, deep learning, and their limitations in this seminar. Gain insights into AI applications in autonomous driving, voice control, and image processing.

• YouTube
• 56 minutes
• On-Demand
• Free Online Course