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SVMs Dual Formulation
Background Lagrange Duality KKT Condition Hard Margin SVM Soft Margin SVM L1 Regularization L2 Regularization SVM Solver in Python References Background Support Vector Machines (SVMs) are a powerful and versatile class of supervised learning models used for classification and regression tasks. They are particularly known for their ability to handle...
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Shared-Control Surgical Drilling Robot
Background Control Framework Admittance Control Convex Optimization Equality Constraints Inequality Constraints Video Demonstration Lessons Learned References Background This is a project I did for the 2022 Surgical Robot Challenge and other related publications. The objective was to design a shared-control robot platform with a articulated drill as the end-effector for...
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Movie Recommendation with Item-based Collaborative Filtering
Background Item-based Collaborative Filtering Background I have completed the CS598 Practical Statistical Learning course last semester (2024 Fall). This course covers the basic concepts of statistical learning, including linear models, non-linear models, and ensemble methods. The last project of the course is to build a movie recommendation system using item-based...
