Giter VIP home page Giter VIP logo

orcacnn-data's Introduction

OrcaCNN Sample Data

Overview

This is a small collection of sample data of the type that will be used in the OrcaCNN project.

The data used in the project will not be super-clean and ready to train a model as in many machine learning tutorials or Kaggle competitions. The data has undergone some preliminary cleaning and standardization, but will require some additional processing to achieve the best results.

Remember, the goal is create a model that is very good at identifying killer whale calls out of long audio clips. Creating a classifier that can skillfully identify calls in the data is one of many required steps in a real-world tool.

Data contents

Directories:

  • data/long_samples: Longer samples of the raw data
  • data/training/negative: Clips of negative samples
  • data/training/positive: Clips of positive samples

The positive samples also include a json file with the class labels for each sample. The label for the negative samples could just be treated as 'negative' or an equivalent.

Some helpful links

Idea:

Implementation ideas to get you started:

Caveats

This is very unlikely to be a sufficient amount of data to train a skilled model, but is enough to get a sense of the data and the type of work involved.

Data sources

Data is a combination of samples from OrcaSounds and Dan Olsen.

orcacnn-data's People

Contributors

yosoyjay 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.