Giter Site home page Giter Site logo

bashairalsadhan / udacity_image_classifier_project Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 1.25 MB

Bloom is a project utilizing PyTorch and Jupyter notebooks to develop an image classifier for identifying different species of flowers using deep learning techniques.

License: MIT License

HTML 58.14% Python 0.63% Jupyter Notebook 41.23%
ai classification cuda deep-learning marplotlib nueral-networks numpy pil python pytorch

udacity_image_classifier_project's Introduction

udacity_image_classifier_project

descreption

Bloom is a command line app utilizing PyTorch and Jupyter notebooks to develop an image classifier for identifying different species of flowers using deep learning techniques. which is the final project in Udacity Al programming with Python Nanodegree

The project is broken down into three steps:

-Load and preprocess the image dataset -Train the image classifier on your dataset -Use the trained classifier to predict image content

how to use

you can use the app by running the 'train.py' and 'predict.py' files in the terminal using train.py successfully it will train a new network on a dataset of images and saves the model to a checkpoint while The training loss, validation loss, and validation accuracy are printed out. The user has been given the freedom to choose the appropriate architecture and whether they want to use a GPU.
after running train.py, you can load the checkpoint and predict the desired picture using predict.py as it allows the user to print out the top K classes along with associated probabilities

udacity_image_classifier_project's People

Contributors

bashairalsadhan avatar

Stargazers

 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.