Giter VIP home page Giter VIP logo

rhokbangalore2018's Introduction

rhokBangalore2018

Using a pre-trained model to identify plant and animal species.

An inception v3 based convoutional neural network is trained using a dataset provided by Google with pictures of over 35,000 species of organisms, plants and animals. The dataset was slightly skewed as some rare species had as low as 5 images which were insufficient for training the neural network. The convoutional neural network was trained based on a part of the dataset with varied epoch cycles from 0.3 to 55.

Computation

The project was trained on a powerful server with 32 cores and 64gb of memory running Ubuntu operationg system which allowed for fast download speeds and short training times.

Dependencies

  1. Tensorflow
  2. Inception
  3. Python3

Executing

Read all the .md files in each folder to get a clear understanding of how exactly to excute the model.

Results

The convoutional neural network churned out an average of 60% accuracy. The accuracy could be improved by decreasing the number of species that were to be identified, treating outliers in early stages and by using more images of species which were rare and didn't have enough images.

Application

The project can be used to understand ecosystems and develop insights on how ecosystems are affected by species present. Researchers may use the project to understand and identify biotic life better and conduct scientific studies.

rhokbangalore2018's People

Contributors

cryogenicplanet avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar  avatar  avatar

rhokbangalore2018's Issues

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.