Skip to main content
Graph
Search
fr
en
Login
Search
All
Categories
Concepts
Courses
Lectures
MOOCs
People
Quizes
Exercises
Publications
Startups
Units
Show all results for
Home
Lecture
Binary Classification
Graph Chatbot
Related lectures (36)
Linear Models for Classification: Logistic Regression and SVM
Log in to Mediaspace to watch this video
Covers linear models for classification, focusing on logistic regression and support vector machines.
Support Vector Machines: Dual Formulation for Hard Margin
Log in to Mediaspace to watch this video
Explores the dual formulation of Support Vector Machines for hard margin classification.
Convexifying Nonconvex Problems: SVM and Dimensionality Reduction
Log in to Mediaspace to watch this video
Explores convexifying nonconvex problems through SVM and dimensionality reduction techniques.
Agency Theory: Incentives and Contracts
Log in to Mediaspace to watch this video
Explores incentive compatibility, optimal contracts, and agency costs in aligning principal-agent interests.
Introduction to Optimization
Log in to Mediaspace to watch this video
Covers the basics of optimization, including historical perspectives, mathematical formulations, and practical applications in decision-making problems.
Semi-Definite Programming
Log in to Mediaspace to watch this video
Covers semi-definite programming and optimization over positive semidefinite cones.
Linear Optimization: Finding Initial BFS
Log in to Mediaspace to watch this video
Explains the process of finding an initial Basic Feasible Solution for linear optimization problems using the Simplex Algorithm.
Introduction to Optimization and Operations Research
Log in to Mediaspace to watch this video
Covers fundamental concepts of optimization and operations research, exploring real-world examples and key topics over a semester.
Convex Optimization: Self-dual Cones
Log in to Mediaspace to watch this video
Explores self-dual cones in convex optimization and their applications in various optimization problems.
Energy System Modelling: Overview and Optimization Problems
Log in to Mediaspace to watch this video
Covers energy system modelling, optimization, scenarios, predictions, complexities, and controversies in energy models.
KKT and Convex Optimization
Log in to Mediaspace to watch this video
Covers the KKT conditions and convex optimization, discussing constraint qualifications and tangent cones of convex sets.
Dynamic Programming: Rod Cutting and Matrix Chain Multiplication
Log in to Mediaspace to watch this video
Introduces dynamic programming with a focus on rod cutting and matrix chain multiplication.
Robust Optimization: Polynomial Optimization
Log in to Mediaspace to watch this video
Explores polynomial optimization, including writing polynomials as matrix products and solving linear equations for nonnegativity.
Convex Optimization
Log in to Mediaspace to watch this video
Covers an overview of convex optimization, affine sets, polyhedra, ellipsoids, and convex functions.
Deep and Convolutional Networks: Generalization and Optimization
Log in to Mediaspace to watch this video
Explores deep and convolutional networks, covering generalization, optimization, and practical applications in machine learning.
Untitled
Log in to Mediaspace to watch this video
Previous
Page 2 of 2
Next