Statistical Learning Theory: Crash Course

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Related lectures (48)

Equidistribution of CM Points Log in to Mediaspace to watch this video

Covers the joint equidistribution of CM points and explores convergence in multiple variables.

Limits: More about Functions and Sequences Log in to Mediaspace to watch this video

Covers advanced topics related to limits and sequences.

Comparison Series and Integrals Log in to Mediaspace to watch this video

Explores the relationship between series and integrals, highlighting convergence criteria and function examples.

Analysis I: Intermediate Value Theorem Log in to Mediaspace to watch this video

Covers the Intermediate Value Theorem, functions' properties, continuity, finding roots, and differentiation concepts.

Introduction to Matplotlib Log in to Mediaspace to watch this video

Introduces matplotlib for 2D graphic representation and data visualization with numpy.

Differentiability of Functions in Two Variables Log in to Mediaspace to watch this video

Covers differentiability of functions in two variables and the conditions for a function to be differentiable.

Advanced Analysis II: Differential Equations and Timers Log in to Mediaspace to watch this video

Discusses advanced analysis concepts, focusing on differential equations and timers in microcontrollers.

Advanced Analysis II: Functions in R² Log in to Mediaspace to watch this video

Explores functions in R² with sets where x² + y² ≤ 1.

Functions in R²: Definitions and Examples Log in to Mediaspace to watch this video

Introduces functions in R² with examples and graphical techniques, illustrated by Peter Wittwer.

Limits in Infinity: Criteria and Examples Log in to Mediaspace to watch this video

Covers the concept of limits at infinity and discusses criteria and examples of functions approaching infinity.

Advanced Analysis II: Differentiability and Continuity Log in to Mediaspace to watch this video

Explores differentiability and continuity in advanced analysis, emphasizing the importance of continuity and demonstrating key concepts.

Approximating Functions with Taylor Series Log in to Mediaspace to watch this video

Explores approximating functions with Taylor series, showcasing step-by-step calculations and practical applications.

Advanced Analysis II: Derivatives and Functions Log in to Mediaspace to watch this video

Covers the review of derivatives and functions, including the concept of chain rule and graphical representation.

Properties of Limits Log in to Mediaspace to watch this video

Covers the properties of limits and functions of multiple variables.

Level Sets and Continuity Log in to Mediaspace to watch this video

Covers level sets and continuity in advanced analysis, emphasizing the importance of understanding level sets for various functions.

Differentiability and Tangent Lines Log in to Mediaspace to watch this video

Explores differentiability, tangent lines, and graph interpretation.

Mathematica Tutorial: Graphics and Functions Log in to Mediaspace to watch this video

Introduces Mathematica basics, including graphics creation, list manipulation, and function definition.

Matlab 2: Vectorisation and Functions Log in to Mediaspace to watch this video

Covers vectorisation, functions, and flow control in Matlab, emphasizing the importance of avoiding global variables and providing examples of simple plots and debugging techniques.

Interpolation Techniques Log in to Mediaspace to watch this video

Explores interpolation techniques, including inequalities, continuity proofs, and function interpolation in different spaces.

Basic Operations on Arrays and Functions: Matlab 03 Log in to Mediaspace to watch this video

Covers basic operations on arrays and functions in Matlab, including array creation, arithmetic operations, and function definitions.

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