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Related lectures (53)

Embracing Complexity for Enduring and Adaptive Robots Log in to Mediaspace to watch this video

Delves into the necessity of complex organ systems in robots to enhance their abilities and lifespan.

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(Un)Bumping Cars Log in to Mediaspace to watch this video

Explores turning bumper cars into unbumping ones through collision avoidance algorithms and the challenges faced when implementing ellipsoid barrier functions.

Computational Robot Design: Morphological Intelligence and Simulation Log in to Mediaspace to watch this video

Explores computational robot design, morphological intelligence, simulation, and innovative contact dynamics solutions.

Perceptual Robotics: Integrating Vision and Action Log in to Mediaspace to watch this video

Covers the integration of visual perception and robotic actions in embodied AI.

Social Robots for Health & Education Log in to Mediaspace to watch this video

Explores the use of social robots for health and education, emphasizing their unique influence on decision-making and learning interactions.

Improving Robot Design: Data-Driven Approaches Log in to Mediaspace to watch this video

Explores data-driven approaches to improve robot design, focusing on compliance, soft materials, and complex interactions.

Computational Robot Design: Differentiable Simulation and Control Log in to Mediaspace to watch this video

Explores optimization-driven design, differentiable simulation, control strategies, and the evolution of virtual creatures and soft machines.

Active Map Building: Exploration Log in to Mediaspace to watch this video

Explores the basics of Simultaneous Localization and Mapping (SLAM), focusing on map creation techniques and prediction of measurements.

Optimization algorithms Log in to Mediaspace to watch this video

Covers optimization algorithms, focusing on Proximal Gradient Descent and its variations.

Variance Reduction: Strategies and Applications Log in to Mediaspace to watch this video

Discusses variance reduction techniques in stochastic simulation, focusing on allocation strategies and replica generation algorithms.

Optimization Principles Log in to Mediaspace to watch this video

Covers optimization principles, including linear optimization, networks, and concrete research examples in transportation.

Proximal Gradient Descent: Optimization Techniques in Machine Learning Log in to Mediaspace to watch this video

Discusses proximal gradient descent and its applications in optimizing machine learning algorithms.

Faster Gradient Descent: Projected Optimization Techniques Log in to Mediaspace to watch this video

Covers faster gradient descent methods and projected gradient descent for constrained optimization in machine learning.

Single Inequality or Equality Constraint Log in to Mediaspace to watch this video

Covers single inequality or equality constraints and necessary optimality conditions in optimization problems.

Dynamic Programming: How Many Ways to Make Change Log in to Mediaspace to watch this video

Demonstrates dynamic programming to find the number of ways to make change using different coin denominations.

Optimization Techniques: Gradient Descent and Convex Functions Log in to Mediaspace to watch this video

Provides an overview of optimization techniques, focusing on gradient descent and properties of convex functions in machine learning.

Linear Programming: Solving LPs Log in to Mediaspace to watch this video

Covers the process of solving Linear Programs (LPs) using the simplex method.

Optimization Programs: Piecewise Linear Cost Functions Log in to Mediaspace to watch this video

Covers the formulation of optimization programs for minimizing piecewise linear cost functions.

Optimization in Engineering Log in to Mediaspace to watch this video

Explores optimization methods in engineering, covering decision variables, constraints, and various solving techniques.

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