How to Create a Digit Recognition App in Python with Keras and Tkinter? | Machine learning projects

In this tutorial, you'll learn how to build a handwritten digit recognition app using Python, Tkinter. 🎯

This beginner-friendly project walks you through:
- Drawing digits directly inside a Python GUI
- Preprocessing the image using Pillow (PIL)
- Building and training a Convolutional Neural Network (CNN) on the MNIST dataset
- Making real-time predictions inside your app!

✨ Key Features:
- Clean Tkinter interface
- Uses direct image drawing (no ImageGrab glitches)
- Fully offline model training with Keras
- Works on any OS with no special setup

Whether you're a student, beginner in AI, or Python hobbyist — this is a fun and practical way to explore computer vision!

Keywords: Tkinter tutorial, Python for beginners, Python GUI project, Python code walkthrough, programming tutorial, Python GUI development, learn Python, beginner Python project, coding for beginners, python project for data science