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
3. Convolutional Network Support added.

Results 📊

Execution 🐉

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

python Dev-Rec.py