Computers (multidisciplinary)

Open Courseware (Multidisciplinary - Computer Science and IT with applications in other disciplines) and Resources

- - - - Fractal Zoom - - - -

Fractal Zoom (HD) to 6.066 e228 (2^760) Mandelbrot - (Last Lights On)
 

Machine Learning

theory, principles and algorithms for machine learning, methods based on statistics and probability now essential to designing systems exhibiting artificial intelligence, emphasizes Bayesian techniques feasible with increased computational power

The Mathematics of Computation

mathematics for modeling and reasoning about problems in computer science, useful applications, proof methods to reason about recursive and iterative programs, data structures (graphs, trees, sets, functions and their asymptotic growth, combinatorics and probability, regular languages and finite automata)

Quantum Computation Lecture Notes and Homework Assignments

developing basic elements of computational theory without assuming any background in physics, introduction to quantum theory from a computer-science perspective, illustrates quantum-computational approach with several elementary examples of quantum speed-up before major applications (Shor's factoring algorithm, Grover's search algorithm, quantum error correction): discussion

Computational Geometry

techniques needed in designing and analyzing efficient algorithms and data structures for computational problems in discrete geometry, such as convex hulls, geometric intersections, geometric structures such as Voronoi diagrams and Delaunay triangulations, arrangements of lines and hyperplanes, and range searching

Computational Science and Engineering

review of linear algebra, applications to networks, structures, and estimation, Lagrange multipliers, differential equations of equilibrium, Laplace's equation and potential flow, boundary-value problems, minimum principles and calculus of variations, Fourier series, discrete Fourier transform, convolution & applications
 

Advanced Natural Language Processing

study of human language from a computational perspective, syntactic, semantic and discourse processing models, emphasizing machine learning or corpus-based methods and algorithms, applications and models in syntactic parsing, information extraction, statistical machine translation, dialogue systems, and summarization: related resources

The Anthropology of Computing

examines computers anthropologically as meaningful tools revealing social & cultural orders that produce them, classic texts in computer science, works analyzing links between machines & culture, early computation theory & capitalist manufacturing: cybernetics and WWII operations research, readings

Probabilistic Systems Analysis and Applied Probability

formulation and solution in sample space, random variables, transform techniques, simple random processes and their probability distributions, Markov processes, limit theorems, and elements of statistical inference: Readings, Recitations, Tools, Related Resources

Mathematics for Computer Science

Fundamental Concepts of Mathematics (Definitions, Proofs, Sets, Functions, Relations), Discrete Structures (Modular Arithmetic, Graphs, State Machines, Counting), Discrete Probability Theory: readings, course download

Syndicate content