Autonomous Systems Courses and Certifications

Foundations of Autonomous Systems

36 ratings at Coursera

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

• Coursera
• 16 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

Modeling of Autonomous Systems

22 ratings at Coursera

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
• 9 hours 15 minutes
• Self-Paced
• Paid Course

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
• 11 hours 14 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• Free Video

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
• Self-Paced
• 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
• Self-Paced
• Free Video

DevConf

Human-Like Behavior in Autonomous Systems

Explore how autonomous systems can incorporate human-like behaviors such as trust, honesty, and fairness through predictive digital twins and dynamic safety mechanisms.

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

UC Berkeley EECS

Making Autonomous Systems Safe - One in a Billion Failure Rate

Explore the critical challenges and methodologies for ensuring autonomous systems meet billion-to-one safety standards through model-based simulations, testing protocols, and formal specifications.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Georgia Tech Research

Autonomous Systems in the Intersection of Control, Learning, and Formal Methods

Explore the integration of control, learning, and formal methods in autonomous systems design with Professor Ufuk Topcu, focusing on hybrid solutions that dramatically improve data efficiency and generalizability in sequential decision-making processes.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• 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
• Self-Paced
• Free Video

World Economic Forum

Living Autonomously - Deciding What Should and Shouldn't Be Left to Autonomous Systems

Explore the future of autonomous systems as experts debate what decisions should remain human versus machine-controlled in our increasingly automated world.

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

Decision-Making for Autonomous Systems

Learn effectivetactics for making keydecisionswhen working with autonomous, self-driving vehicles.

• edX
• 7 weeks, 10-20 hours/week
• Self-Paced
• Free Online Course (Audit)

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
• Self-Paced
• Free Video