Giter Club home page Giter Club logo

nla2018's Introduction

Numerical linear algebra course, @SkolTech, Term 2, 2018

https://nla.skoltech.ru, Binder

This repository contains lectures and homeworks for Numerical linear algebra course. It will be updated as the class progresses.

Week Lecture notebooks Supplementary materials Homework Tests
1 General info [GitHub, Nbviewer]
Lecture 1. Floating-point arithmetic, vector norms [GitHub, Nbviewer]
Lecture 2. Matrix norms and unitary matrices [GitHub, Nbviewer]
Python intro Requirements
Problem set 1
Deadline: 11/11/18 (23:59)
Pre-term test
2 Lecture 3. Matvecs and matmuls, memory hierarchy, Strassen algorithm [GitHub, Nbviewer]
Lecture 4. Matrix rank, low-rank approximation, SVD [GitHub, Nbviewer]
Lecture 5. Linear systems [GitHub, Nbviewer]
Notes on matrix calculus [GitHub, Nbviewer]
3 Lecture 6. Eigenvalues and eigenvectors [GitHub, Nbviewer]
Lecture 7. Matrix decompositions and how we compute them [GitHub, Nbviewer]
Lecture 8. Symmetric eigenvalue problem and SVD [GitHub, Nbviewer]
Examples of projects Problem set 2
Deadline: 27/11/18 (00:02)
4 Lecture 9. From dense to sparse linear algebra [GitHub, Nbviewer]
Lecture 10. Sparse direct solvers [GitHub, Nbviewer]
Lecture 11. Intro to iterative methods [GitHub, Nbviewer]
5 Lecture 12. Great iterative methods [GitHub, Nbviewer]
Lecture 13. Iterative methods and preconditioners [GitHub, Nbviewer]
Problem set 3
Deadline: 05/12/18 (23:59)
Exam questions
6 Lecture 14. Iterative methods for large scale eigenvalue problems [GitHub, Nbviewer]
Lecture 15. Structured matrices, FFT, convolutions, Toeplitz matrices [GitHub, Nbviewer]
Lecture 16. Matrix functions and matrix equations [GitHub, Nbviewer]
Lecture 17. Tensors and tensor decompositions [GitHub, Nbviewer]
NLA basics

nla2018's People

Contributors

maremun avatar merkulovdaniil avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

nla2018's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.