Master the art of high-fidelity robot simulation, digital twin modeling, and deep reinforcement learning to bridge the gap between virtual training and real-world deployment.
Register now to attend the upcoming live interactive Bootcamp.
This intensive Bootcamp is designed for robotics researchers, simulation engineers, and ML practitioners aiming to apply reinforcement learning to physical hardware. We move beyond simple theory, offering live walkthroughs of industry-standard simulation tools, digital twin architectures, and reinforcement learning algorithm demonstrations. By the end of this session, you will have conducted a mini simulation experiment and developed a robust sim-to-real strategy for your specific robotics applications.
Participants will exit this bootcamp with a completed simulation experiment involving a trained control policy. You will also receive a structured transfer plan to move your virtual models into real-world physical hardware without breaking your equipment.
A fast-paced, deep-dive into the mechanics of robot simulation and RL.
Introduction to simulation objectives followed by building high-fidelity digital twins and precise sensor models.
Exploring RL architectures specifically for robotics, including reward design and policy network configurations.
Techniques for bridging the reality gap, including domain randomization and fine-tuning strategies for safety.
Live training of a control policy in a simulated environment and final wrap-up with a hardware transfer plan.
Current market requirements for robotics and ML engineers.
Reducing hardware risk by testing complex scenarios in virtual environments before physical prototyping.
Developing strategies for safe exploration and efficient learning that respect physical robot constraints.
Using digital twin workflows for testing at scale and validating software updates in real-time.
Establishing clear sim-to-real pipelines that drastically shorten deployment cycles for new features.
"The section on domain randomization was eye-opening. I finally understand why my previous models failed when moving to hardware."
"Excellent workflow overview. The transition from digital twin setup to policy training was seamless and highly practical."
"A very dense 3 hours but incredibly worth it. The sim-to-real strategies are immediately applicable to my current work."
LIVE SESSION
LIVE SESSION
LIVE SESSION
Pantech Bootcamps
