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Related lectures (30)
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Bilinear Forms: Theory and Applications
Covers the theory and applications of bilinear forms in various mathematical contexts.
Convex Sets and Functions
Introduces convex sets and functions, discussing minimizers, optimality conditions, and characterizations, along with examples and key inequalities.
Vector Space Polynomial: Parameter b
Explores the polynomial q(t) = bt - 1² in a vector space context.
Vector Approximation and Distance Calculation
Explores vector approximation and distance calculation through exercises and solutions, focusing on orthogonal projections and vector spaces.
Canonical Representation of Discrete Signals
Explores the canonical representation of discrete signals as a linear combination of dispersed pulses and other related concepts.
Raytracing Intersection Triangle
Explores ray-triangle intersection, barycentric coordinates, points vs. vectors, and other primitives.
Logistic Regression and Polynomial Regression
Introduces logistic regression for binary classification and polynomial regression on polynomial variables.
Estimating the Term Structure: Principal Component Analysis
Covers Principal Component Analysis for yield curve shape estimation and dimension reduction in interest rate models.
Unsupervised Learning: PCA & K-means
Covers unsupervised learning with PCA and K-means for dimensionality reduction and data clustering.
Bezier Curves: Basics and Properties
Covers the basics of Bezier curves and introduces Bernstein polynomials.