How to use from the
Use from the
Keras library
# Available backend options are: "jax", "torch", "tensorflow".
import os
os.environ["KERAS_BACKEND"] = "jax"

import keras

model = keras.saving.load_model("hf://nithin1729s/kannadaLettersClassification")

Kannada Alphabet Recognition using CNN

Usage & Full Project

This repository only contains the trained model file (full_model.h5).

To use this model in a complete application—including a web interface where users can draw Kannada letters and get real-time predictions—please visit the full project repository:

GitHub Repository: https://github.com/Nithin1729S/Kannada-CNN

The GitHub repo includes:

  • Training code and dataset preprocessing
  • Model architecture and evaluation
  • A FastAPI backend for serving the model
  • A Next.js (TypeScript) frontend with canvas drawing
  • Complete setup instructions to run locally

📽️ Demo:

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