Autonomous Systems Courses and Certifications

Building Safe and Reliable Autonomous Systems

Explore techniques for developing safe, trustworthy AI systems in critical sectors, focusing on reliability and robustness using advanced machine learning methods.

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

Stanford Seminar - Modeling and Interacting with Other Agents, Claire Tomlin

Explores innovative approaches to predicting agent behavior in autonomous systems, combining game theory and behavioral models for improved motion planning and interaction in multi-vehicle scenarios.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Distributional Representations and Scalable Simulations for Real-to-Sim-to-Real

Explore challenges and solutions in representing deformable objects, using distributional approaches and differentiable simulators for real-to-sim applications in robotics and autonomous systems.

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

Modeling of Autonomous Systems

Explore core structures, modeling frameworks, and interconnections in autonomous systems. Learn to represent and analyze complex systems using formal methods and state-space models.

• Coursera
• 8 hours 39 minutes
• On-Demand
• Free Online Course (Audit)

Requirement Specifications for Autonomous Systems

Explore formal modeling of autonomous systems, covering stability, reachability, languages, and automata. Learn to specify and analyze system behaviors using linear temporal logic and finite/infinite string automata.

• Coursera
• 10 hours 46 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

Foundations of Autonomous Systems

Comprehensive overview of autonomous systems design, covering modeling, requirements specification, verification, and controller synthesis. Ideal for aspiring roboticists and AI engineers.

• Coursera
• On-Demand
• Paid Course
• 3 courses

Simons Institute

Safety-Critical Autonomous Systems - What is Possible? What is Required?

Explore the design, challenges, and potential of safety-critical autonomous systems in aerospace, transportation, and consumer applications, focusing on verification and formal methods.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Paul G. Allen School

Better Ways to Measure and Move - Joint Optimization of Agent's Physical Design and Computational Reasoning

Explore joint optimization of physical design and computational reasoning for intelligent agents, enhancing sensor networks, legged robots, and soft robotics through machine learning techniques.

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

Paul G. Allen School

Challenging Path to Creating Autonomous and Controllable Microrobots

Exploring breakthroughs in microrobotics: autonomous crawling, controllable flying, and ultrafast SMA-driven robots. Innovations in power, actuation, and control push boundaries of insect-scale robotics towards true artificial insects.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Analytical and Empirical Tools for Nonlinear Network Observability in Autonomous Systems

Explore nonlinear network observability in autonomous systems, covering analytical and empirical tools for sensor selection, network analysis, and applications in engineering and biology.

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

Institute for Pure & Applied Mathematics (IPAM)

Sample-Based Learning Model Predictive Control

Explores learning predictive control for autonomous systems, focusing on sample-based LMPC for constrained uncertain linear systems. Discusses safe set design, value function, and data-driven approximations, with applications in autonomous cars and solar…

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

Inside Livermore Lab

Update on the Use of Uncrewed and Autonomous Systems in the Ukraine War

Explore the latest developments in uncrewed and autonomous systems deployed in the Ukraine conflict, examining their strategic impact and technological advancements.

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

SNIAVideo

The Path to Autonomous Storage Systems - Challenges and Solutions

Discover breakthrough research in autonomous storage systems, exploring dynamic workload adaptation, efficiency optimization, and performance management for next-generation storage hierarchies.

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

Houston Methodist DeBakey CV Education

Towards Autonomous Robots for Healthcare

Discover groundbreaking advances in autonomous medical robotics, focusing on steerable needle technology for precise lung cancer interventions and the future of robot-assisted healthcare procedures.

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

Neuro Symbolic

Interpretable and Data-Efficient Learning for Autonomous Systems

Explore cutting-edge approaches to autonomous systems through interpretable learning methods and data-efficient techniques, focusing on the intersection of symbolic AI and deep learning.

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