Giter VIP home page Giter VIP logo

cifar-10-tensorflow's Introduction

CIFAR-10-TensorFlow

Created a TensorFlow model for CIFAR-10 data set.

Model Components:

  1. keras.layers.Conv2D(32, (3, 3), padding='same', activation=tf.nn.relu, input_shape=(32, 32, 3)),
  2. keras.layers.Conv2D(64, (3, 3)),
  3. keras.layers.MaxPooling2D(2, 2),
  4. keras.layers.Dropout(0.2),
  5. keras.layers.Conv2D(32, (3, 3), padding='same', activation=tf.nn.relu, input_shape=(32, 32, 3)),
  6. keras.layers.MaxPooling2D(2, 2),
  7. keras.layers.Dropout(0.1),
  8. keras.layers.Conv2D(32, (3, 3), padding='same', activation=tf.nn.relu, input_shape=(32, 32, 3)),
  9. keras.layers.Conv2D(64, (3, 3)),
  10. keras.layers.MaxPooling2D(2, 2),
  11. keras.layers.Dropout(0.3),
  12. keras.layers.Flatten(),
  13. keras.layers.Dense(1024, activation=tf.nn.relu),
  14. keras.layers.Dense(512, activation=tf.nn.relu),
  15. keras.layers.Dense(10, activation=tf.nn.softmax)

Model Results:

The test accuracy for my model was around 0.7926999926567078.

The test loss for my model was around 0.7969602546691894.

The model took around 298.4258623123169 seconds to run on Google Colab.

cifar-10-tensorflow's People

Contributors

nomaanakhan 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.