Giter VIP home page Giter VIP logo

dl-course's Introduction

dl-course

A collection of code and solutions for problem sets completed for SUT CS22860 Deep Learning course. All problems are available at the official website of the course.

Problem Set 1 - Statistics

Topics include:

  • Regression
  • Regularization
  • Estimation
  • Maximum Likelihood Estimation (MLE) & Maximum A Posteriori (MAP)
  • James-Stein Estimator

Problem Set 2 - Model Training

Topics include:

  • Computational Graph
  • Backpropagation
  • Stochastic Gradient Descent
  • Dropout
  • Transfer Learning

Problem Set 3 - Language Models

Topics include:

  • Neural Chatbot
  • Multi-head Attention
  • Traffic Estimation

dl-course's People

Contributors

erfansobhaei avatar

Watchers

 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.