Giter VIP home page Giter VIP logo

sta410hw3's Introduction

UofT STA410/2102 Statistical Computation

Return to STA410 Programming Portfolio Parent Repository here.

Submitting Programming Portfolio Assignment 3

Submit sta410hw3.ipynb on MarkUs before the end of the calendar day (EoD) on the due date.

Programming Portfolio Assignment 3

Programming Portfolio Assignment 3 addresses optimization with a particular focus on Newton's Method and TensorFlow for Gradient and Hessian (Jacobian) computations.

  1. Root-finding with Newton-Raphson and fixed-point iteration and acceleration
  2. Iteratively reweighted least squares for fitting logistic regression models
  3. Nonlinear Gauss-Seidel using TensorFlow for partial derivative calculations
  4. Newton's method for arbitrary dimension gradients/Hessians with TensorFlow

Accessing Programming Portfolio Assignment 3

UofT students may access this the collection of programming problems with the UofT JupyterHub or UofT JupyterLab via

[JupyterHub] https://jupyter.utoronto.ca/hub/user-redirect/git-pull?repo=https://github.com/pointOfive/sta410hw3&branch=main

[JupyterLab] https://jupyter.utoronto.ca/hub/user-redirect/git-pull?repo=https://github.com/pointOfive/sta410hw3&branch=main&urlpath=/lab/tree/sta410hw3

Some notes to faciltate getting started in this environment are available on the UofT JupyterHub support page. If for some reason JupyterHub/Lab is not loading the repository, you can delete and reload repositories (after downloading and saving your work).

From JupyterHub/Lab, open a new terminal with New > Terminal and then use yes y | rm -r <path to directory to delete> to a delete the repository directory.

Alternatively, the programming problems may also be accessed without UofT authentication using Google Colab via

https://colab.research.google.com/github/pointOfive/sta410hw3/blob/main/sta410hw3.ipynb

If you're working in some other environment, the versioning there must support notebook format 4.5, e.g., JupyterLab >= 3.0.13 (for "JupyterLab UI") or Jupyter Notebook >= 6.2 (for "Jupyter classic UI"); otherwise, your notebook cell-ids will not be supported and you will not get any credit for your submitted work.

You may check if cell ids are present or changing at each save with ! grep '"id":' <path/to/notebook>.ipynb

sta410hw3's People

Contributors

pointofive avatar

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.