Code Monkey home page Code Monkey logo

cs567's Introduction

CS567 Assignment Solutions

My solutions to assignments of USC CS567 course for 2020 Summer.

Assignment 1

KNN from scratch on heart disease dataset.

  • [1]: F-1 score and Distance functions (Done)
  • [2]: MinMaxScaler and NormalizationScaler (Done)
  • [3]: Find best parameters before scaling (Done)
  • [4]: Find best parameters after scaling (Done)
  • [5]: Perform classification of the data (Done)

Assignment 2

Neural Network from scratch on MNIST dataset.

  • [1]: Linear Layer (Done)
  • [2]: Activation Function-Tanh (Done)
  • [3]: Activation Function-ReLU (Done)
  • [4]: Dropout (Done)

Assignment 3

HMM for Part-of-Speech Tagging & Gene-Tagging problem

  • [1] HMM Model
  • [2] Viterbi Algorithm
  • [3] Application to Speech Tagging
  • [4] Application to Gene Tagging

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.