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Applications of Machine Learning
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Related lectures (31)
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Molecular Dynamics and Monte Carlo
Covers computational methods for molecular systems at finite temperature, emphasizing stochastic sampling and time evolution simulations.
Manipulating Objects with Robots: Vision-Language Integration
Discusses how robots manipulate objects using natural language instructions and integrates vision-language models for enhanced performance.
Perceptual Robotics: Integrating Vision and Action
Covers the integration of visual perception and robotic actions in embodied AI.
Controlling Behavior in Animals and Robots
Explores embodied behavioral control in animals and robots through group presentations and hands-on exercises.
Multimodal Analytics: Human-Robot Interaction and Learning Processes
Delves into Human-Robot Interaction, student engagement, and learning analytics using multimodal data to enhance educational processes.
Cooperation of Assistive Robots
Explores the cooperation of assistive robots in improving nursing care productivity and creating a vibrant society by 2050.
Intelligence Systems: Forecasting and Action
Delves into developing intelligence systems for predicting human behavior and enhancing AI-driven technologies' safety and efficiency.
Trajectory Generation: Basics and Profiles
Explores trajectory generation in robot control, covering spatial aspects, interpolation methods, velocity profiles, and multi-connected points.
Machine Learning Fundamentals
Covers fundamental principles, opportunities, and challenges in machine learning.
Learning and Adaptive Control for Robots: Overview and Path Planning
Explores learning and adaptive control for robots, focusing on challenges, path planning with dynamical systems, and real-time planning applications.