Devanagiri Recognition 🇮🇳

This code helps you classify different alphabets of hindi language (Devanagiri) using Convnets

Code Requirements 🦄

You can install Conda for python which resolves all the dependencies for machine learning.

Description 🕉️

This code successfully recognizes hindi characters.

Technique ⚙️

I have used convolutional neural networks. I am using Tensorflow as the framework and Keras API for providing a high level of abstraction.

Architecture 🏗️

1) CONV2D 2) MAXPOOL 3) CONV2D 4) MAXPOOL 5) FC 6) Softmax 7) Classification

Notes 🗒️

1) You can go for additional conv layers. 2) Add regularization to prevent overfitting. 3) You can add additional images to the training set for increasing the accuracy.

Python Implementation 👨‍🔬

1) Dataset- DHCD (Devnagari Character Dataset) 2) Images of size 32 X 32 4) Convolutional Network Support added.

Results 📊

Execution 🐉

To run the code, type python Dev-Rec.py

python Dev-Rec.py