Code Monkey home page Code Monkey logo

era_s12's Introduction

Creating a CIFAR 10 Convolution Neural Network

This repo contains a CNN for training CIFAR 10 Dataset.

model.py file contains the CNN Model. It has BaseNet model

Model Summary is as Follows -

  | Name | Type       | Params
------------------------------------
0 | prep | Sequential | 1.9 K 
1 | c1   | Sequential | 74.0 K
2 | c2   | Sequential | 221 K 
3 | c3   | Sequential | 295 K 
4 | c4   | Sequential | 1.2 M 
5 | c5   | Sequential | 3.5 M 
6 | pool | MaxPool2d  | 0     
7 | fc   | Sequential | 5.1 K 
------------------------------------
5.3 M     Trainable params
0         Non-trainable params
5.3 M     Total params
21.279    Total estimated model params size (MB)

Model Accuracy:

  • Training Accuracy: 90.4%
  • Test Accuracy: 85.7%

Training Accuracy Graph: Training Accuracy Graph

Training Loss Graph: Training Loss Graph

Incorrect Predictions Incorrect Predictions

era_s12's People

Watchers

Vamsi Krishna 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.