Giter VIP home page Giter VIP logo

ae22's Introduction

AE22 feature extraction package

Package extracts features from time series using autoencoder trained on UAE & UCR datasets. Autoencoder was trained to extract 22 features out of 88 length time series. When time series are larger than 88, multiple windows are created and features are extracted out of them.

Example:

from ae22 import AE22
ae = AE22()
example = np.zeros((2, 180))
example_results = ae.transform(example)

Requirements

  • Python >= 3.7
  • Libraries with versions in requirements.txt
  • pathlib
  • numpy==1.22.0
  • pandas==1.3.5
  • tensorflow==2.7.0
  • keras==2.7.0

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.