Mathematics

Linear algebra, real and complex analysis, topology, differential geometry, probability, combinatorics, and number theory.

11 courses · 160 standalone talks · 518 total lectures

All Mathematics Calculus & Analysis (204)Linear Algebra (105)Probability & Information Theory (105)Control & Dynamical Systems (68)Topology & Geometry (50)Signal Processing & Robotics (48)Number Theory & Abstract Algebra (39)Algorithms & Data Structures (32)multivariable calculus (28)Real Analysis (27)

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Chapters · Duration

Introduction to Information Theory (University of Cambridge, Lecture 1)

Introduction to Information Theory (University of Cambridge, Lecture 1)

Mathematics·Standalone Lecture · David MacKay · University of Cambridge

David MacKay University of Cambridge

1:01:51

Convex Optimization with Abstract Linear Operators

Convex Optimization with Abstract Linear Operators

Mathematics·Conference Talk · Stephen P. Boyd · Stanford University

Stephen P. Boyd Stanford University

1:04:29

David Duvenaud: Reflecting on Neural ODEs at NeurIPS 2019

David Duvenaud: Reflecting on Neural ODEs at NeurIPS 2019

AI & ML·Conference Talk · David Duvenaud · University of Toronto

David Duvenaud University of Toronto

21:02

Building makemore Part 4: Becoming a Backprop Ninja (Manual Tensor Gradients)

Building makemore Part 4: Becoming a Backprop Ninja (Manual Tensor Gradients)

NN-Z2H · Lec 5 · Andrej Karpathy · Eureka Labs

Andrej Karpathy Eureka Labs

1:55:24

Lecture 02: How to Train a Neural Net (6.7960)

Lecture 02: How to Train a Neural Net (6.7960)

6.7960 · Lec 2 · Sara Beery · MIT

1:19:34

Lecture 19: Saddle Points Continued, Maxmin Principle (18.065)

Lecture 19: Saddle Points Continued, Maxmin Principle (18.065)

18.065 · Lec 19 · Gilbert Strang · MIT

Gilbert Strang MIT

52:13

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