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Probability & Information Theory

Academic Discipline

Mathematics

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

18courses·132standalone talks·440total lectures

Subfields

All Mathematics440 Calculus & Analysis164 Linear Algebra107 Category Theory, Topos Theory & Set Foundations62 Topology & Geometry59 Probability & Information Theory40 Combinatorics & Graph Theory34 Control & Dynamical Systems31 Convex Optimization21 Formal Methods & Type Theory21 Number Theory & Abstract Algebra18 Statistical Learning & Causality9 Algorithmic Information & Coding Theory5 Cryptography4 Computational Complexity3

Probability & Information Theory— Probability distributions, limit theorems, stochastic processes, Markov chains, martingales, and Shannon entropy.

5 topics

All Probability & Information Theory Probability & Limit Theorems23 Information Theory & Coding11 Stochastic Processes & Markov Chains3 Conditional Probability4 Huffman Coding2

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Learning: Identification Trees and Disorder

Learning: Identification Trees and Disorder

Learning: Boosting Algorithms · Lec 8·Information Theory & Coding · Patrick Winston · MIT

Patrick Winston

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49:37

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Systems & CS (468)Physics & Cosmology (414)AI & Machine Learning (221)History & Humanities (379)Philosophy & Ethics (267)Biology & Neuroscience (282)Economics & Finance (338)Algorithms & Theory (342)Engineering & Robotics (217)

Supervised Learning · Probability & Information Theory

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