Handwritten Digit Recognition ML Frameworks

Educational projects and implementations focused on classifying handwritten digits using machine learning and deep learning models (primarily MNIST dataset). Includes CNN, SVM, ANN, and other ML algorithms applied to digit classification. Does NOT include general handwriting recognition, OCR, or other character/text recognition beyond single digits.

There are 109 handwritten digit recognition frameworks tracked. 1 score above 50 (established tier). The highest-rated is greydanus/mnist1d at 55/100 with 238 stars and 1,424 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	greydanus/mnist1d A 1D analogue of the MNIST dataset for measuring spatial biases and...	55	Established	238	Jupyter Notebook
2	potterhsu/SVHNClassifier A TensorFlow implementation of Multi-digit Number Recognition from Street...	42	Emerging	210	Jupyter Notebook
3	potterhsu/SVHNClassifier-PyTorch A PyTorch implementation of Multi-digit Number Recognition from Street View...	40	Emerging	201	Jupyter Notebook
4	kensanata/numbers Handwritten digits, a bit like the MNIST dataset.	38	Emerging	95	—
5	kdexd/digit-classifier A single handwritten digit classifier, using the MNIST dataset. Pure Numpy.	37	Emerging	787	Python
6	billy-enrizky/Pytorch-Handwritten-Digit-Recognition 🚀 PyTorch Handwritten Digit Recognition 🤖 Discover the world of machine...	36	Emerging	10	HTML
7	77axel/Digit-Recognizer A handwritten digits image classifier built from scratch for learning and...	35	Emerging	15	Jupyter Notebook
8	anishsingh20/Deep-Learning-in-R-using-Keras-and-Tensorflow- Implementing Deep learning in R using Keras and Tensorflow packages for R...	35	Emerging	25	R
9	gsurma/digit_recognizer CNN digit recognizer implemented in Keras Notebook, Kaggle/MNIST (0.995).	35	Emerging	32	Jupyter Notebook
10	aakashjhawar/handwritten-digit-recognition This project demonstrates Handwritten digit recognition using Deep Learning	34	Emerging	31	Jupyter Notebook
11	ScottT2-spec/mnist-neural-network- Neural network from scratch (NumPy only, 96% accuracy) + Kaggle Digit...	33	Emerging	15	Python
12	kingyiusuen/handwritten-multi-digit-number-recognition Recognize handwritten multi-digit numbers using a CRNN model trained with...	32	Emerging	30	Jupyter Notebook
13	Cerenaut/Preprocess-NIST-SD19 Preprocessing for NIST Special Dataset 19 (uppercase single-character...	30	Emerging	13	Java
14	zademn/mnist-mlops-learning In this project I played with mlflow, streamlit and fastapi to create a...	29	Experimental	107	Python
15	Hunterdii/DigiPic-Classifier DigiPic-Classifier is a powerful image classification app built with...	28	Experimental	5	Jupyter Notebook
16	Cerenaut/Preprocess-SVHN Preprocess Google Street View House Number (SVHN) dataset, producing a set...	28	Experimental	8	Jupyter Notebook
17	bean-mhm/digit-recognition Train a Deep Neural Network to Recognize Handwritten Digits	27	Experimental	5	C++
18	Mimsqueeze/Digit-Recognition A C++ implementation of a neural network from scratch to recognize handwritten digits	26	Experimental	5	C++
19	NiklasvonM/Self-Training Iterative training on pseudo-labeled data experiment on the MNIST-dataset	25	Experimental	12	Python
20	sayakpaul/Handwriting-Recognizer-in-Keras This project shows how to build a simple handwriting recognizer in Keras...	25	Experimental	13	Jupyter Notebook
21	phoebetronic/mnist Publicly available MNIST CSV dataset.	24	Experimental	18	—
22	deyjishnu/digit-recognition The purpose of this project is to take handwritten digits as input, process...	24	Experimental	34	MATLAB
23	ADVAIT135/MNIST_Digit_recognizer_kaggle This repository consists of the Analysis and ML training of the...	24	Experimental	3	Jupyter Notebook
24	TaSC-TUSUR/Timofey Fully connected number recognition neural network	24	Experimental	4	PureBasic
25	nano-bot01/Handwriting-Detection-using-Deep-Learing-with-Neural-Network Handwriting Detection using Deep Learing with Neural Network, tensorflow,...	24	Experimental	3	Jupyter Notebook
26	KeneanDita/Fidel-Vision A Deep Learning + Streamlit web app for recognizing handwritten Amharic...	23	Experimental	1	Jupyter Notebook
27	Cerenaut/Preprocess-MNIST Code to convert the native MNIST data format to PNG images.	22	Experimental	1	Java
28	diegocasmo/iam_writer_recognition IAM Dataset Writer Recognition Using a CNN	22	Experimental	13	Jupyter Notebook
29	dandycheng/ml-neural-network-mnist-ocr An Artificial Neural Network coded from scratch, trained using the MNIST...	22	Experimental	1	Jupyter Notebook
30	j3soon/Handwritten-Digit-Recognition-Painter A handwritten digit recognition painter implementation on Basys 3 Artix-7...	22	Experimental	24	VHDL
31	SBNovaScript/nasm-learn-complex A neural network that recognizes handwritten digits written entirely in...	22	Experimental	—	Assembly
32	metehanulusoy/mnist-digit-recognizer Handwritten digit recognition with Neural Networks \| ~98% accuracy	22	Experimental	—	Python
33	josStorer/nn_example This repository is related to a video about principles of neural networks,...	20	Experimental	12	Python
34	NhanPhamThanh-IT/Handwritten-Digits-Classification ✏️ An AI-driven web app for handwritten digit recognition using the MNIST...	20	Experimental	16	Jupyter Notebook
35	ElijahMuessemeyer/TensorFlow-CNN-Demo Convolutional Neural Network achieving 99% accuracy on MNIST handwritten...	19	Experimental	—	Jupyter Notebook
36	abdullahelen/NuDIT Transforming Numerical Data to Images for Deep Networks.	19	Experimental	—	MATLAB
37	varadshajith/mnist-digit-classifier Handwritten digit classifier using TensorFlow/Keras neural network, 97.76%...	19	Experimental	—	Jupyter Notebook
38	fvalerii/svhn-digit-classification 🖼️ Comparative study of MLP and CNN architectures for digit recognition...	19	Experimental	—	Jupyter Notebook
39	juhilsomaiya/Digit_Recognition_MachineLearning This repository contains the jupytor notebook code for digit recognition...	19	Experimental	4	Jupyter Notebook
40	mashaan14/MNIST-M A zip file containing images for MNIST-M dataset	18	Experimental	5	—
41	LakshayD02/Handwritten_Digital_Recognition A simple AI model that can recognize handwritten digits. Training a model to...	18	Experimental	8	HTML
42	Aymane11/handwriting-recognition Handwriting recognition using CNN and EMIST dataset.	18	Experimental	7	Jupyter Notebook
43	Faris-Abuali/digit-recognizer Trying to build a Neural Network from scratch (no Tensorflow/Pytorch, just...	17	Experimental	5	Python
44	MohitPammu/SVHN-Digit-Recognition Optimized CNN achieving ~90% accuracy with 38.6% parameter reduction for...	16	Experimental	1	HTML
45	Nizarassad/Digits-recognition This project is a machine learning classification task on MNIST using SVM...	16	Experimental	4	Jupyter Notebook
46	indranil143/Digit_Recognition Implemented a Convolutional Neural Network trained on MNIST for handwritten...	16	Experimental	11	Jupyter Notebook
47	trithanhalan/MNIST_Digit_Predictor MLP vs CNN comparison for handwritten digit recognition — interactive...	16	Experimental	—	Python
48	ataturhan21/MNIST-Digit-Classification-PyTorch A complete solution for the MNIST handwritten digit classification challenge...	16	Experimental	25	Jupyter Notebook
49	matlab-deep-learning/Seven-Segment-Digit-Recognition Seven Segment Digit Recognition in MATLAB	15	Experimental	8	—
50	AbelAtares/Neural-Network-Digit-Recognition-MNIST Digit Recognition with a Neural Network 🤖✍️ Exploring handwritten digits...	15	Experimental	1	Jupyter Notebook
51	Princemurchale/Handwritten-Digit-Classification- This repository consists of the Analysis and ML training of the...	15	Experimental	—	Jupyter Notebook
52	shreyanth-sureshkrishnaa/MNIST-Deep-Learning-Project A simple deep learning project for recognizing handwritten digits (0–9)...	15	Experimental	—	Python
53	jongoiko/gb-nn Neural network handwritten digit recognition on a Game Boy	15	Experimental	5	Assembly
54	muhammadjunaid-ai/mnist-digit-recognition Deep learning web application for handwritten digit recognition using the...	15	Experimental	1	Python
55	coding-ai/raspberrypi_handwritten_recognition Virtual Pen + Recognition of handwritten digits	14	Experimental	9	Python
56	Carturo8/Digit-Recognition-NN Ejemplo introductorio de una red neuronal MLP para reconocimiento de dígitos...	14	Experimental	4	Jupyter Notebook
57	fisherman611/handwritten-digits-recognition This project focuses on classifying handwritten digits from the MNIST...	14	Experimental	3	Jupyter Notebook
58	DebashishRana/Handwritten-number-detector Handwritten number detector utilizes cv2 for frame capture and tensorflow...	14	Experimental	—	Jupyter Notebook
59	juliana-ng/mnist-digit-classification Deep Neural Networks are trained to classify image data from the MNIST dataset.	14	Experimental	—	HTML
60	kavicastelo/digit-recognizer-ml Digit Recognizer, is a web-based tool designed to recognize handwritten...	14	Experimental	3	HTML
61	gkxvall/Digit-Recognizer Real-time handwritten digit recognition desktop app built with PyGame and...	14	Experimental	—	Python
62	Jovinull/MNIST-Academic-Baseline Pipeline acadêmico end-to-end em PyTorch para classificação do MNIST. Inclui...	14	Experimental	—	Python
63	ImtiazShuvo/handwritten-digit-classification-keras Feedforward neural network for handwritten digit classification using...	14	Experimental	—	Jupyter Notebook
64	dejanjovic1283-ui/mnist-digit-recognition-colab Handwritten digit recognition using TensorFlow and Google Colab with GPU...	14	Experimental	—	Jupyter Notebook
65	nedeljkovignjevic/handwritten-digit-recognition Using convolutional neural network and MNIST dataset to recognize handwritten digits	13	Experimental	10	Python
66	matin-ghorbani/MNIST_PyTorch Classify MNIST dataset with PyTorch	13	Experimental	8	Python
67	ARUNAGIRINATHAN-K/MNIST-Progressive-ANN Multi-layer neural network to recognize handwritten digits	13	Experimental	6	Jupyter Notebook
68	elifirinci/mnist_ann This project builds and trains an artificial neural network (ANN) to...	13	Experimental	2	Jupyter Notebook
69	itzdineshx/Handwritten-Digit-Recognition-system Handwritten Digit Recognition Using Convolutional Neural Network from...	13	Experimental	—	Jupyter Notebook
70	Roodaki/Math-Vision Fine-tuned the VGG16 model for real-time recognition of handwritten...	13	Experimental	8	Python
71	JC-ProgJava/Handwritten-Digit-Dataset A collection of 107,730 28x28 PNG files of digits from 0-9, with a dataset generator.	13	Experimental	8	—
72	v0id-core/digit-recognizer 🧠 Real-time Handwritten Digit Recognizer using PyTorch CNN & Tkinter....	13	Experimental	2	Python
73	MohammedNasserAhmed/arabic-digits-recognition This repository contains a custom Arabic digits (0-9) dataset contributed by...	12	Experimental	3	Jupyter Notebook
74	Thogaruchesti-hemanth/handwrittten-digit-recognition A deep learning project using CNN to recognize handwritten digits (0–9)....	12	Experimental	1	Jupyter Notebook
75	Mariam-Badr-MB/MNIST-Classification A simple neural network to classify handwritten digits from the MNIST...	12	Experimental	1	Jupyter Notebook
76	Andresmup/PyTorch_Drawed_Numbers_Image_Detection Pytorch project for number detection in images	12	Experimental	4	Jupyter Notebook
77	enzoniko/HDRNNUA Handwritten Digit Recognition Neural Network Using APL	12	Experimental	3	—
78	Logisec/Handwritten-Digit-Classifier Building a Neural Network for MNIST Digit Classification from Scratch	12	Experimental	3	Python
79	cezarbulancea/Digit-Recognizer Machine-learning model achieving 99% accuracy in recognizing handwritten digits.	12	Experimental	4	Jupyter Notebook
80	jurrutiap/digit-recognition UNAL - Introducción a la Inteligencia Artificial. Este proyecto implementa...	12	Experimental	—	Python
81	Umer-Farooq-CS/MNIST-Classification The MNIST classification problem is a fundamental machine learning task that...	12	Experimental	1	Cuda
82	HARSHANEELAM/mnist-digit-classifier CNN built with TensorFlow/Keras to classify handwritten digits with 99.3%...	11	Experimental	—	Python
83	prdai/mnist-digit-recognition A PyTorch-based deep learning implementation for MNIST digit recognition...	11	Experimental	—	Jupyter Notebook
84	nikhil-1603/Handwritten-Digit-Classification-using-Neural-Networks-MNIST A neural network project to classify handwritten digits (0–9) using the...	11	Experimental	—	Jupyter Notebook
85	Enesbldrr/digit-predictor El yazısı rakamları sınıflandırmak için MNIST veri seti üzerinde eğitilmiş...	11	Experimental	—	Jupyter Notebook
86	vaishnavijain25/MNIST-Digit-Recognition-Neural-Network Handwritten digit classification on the MNIST dataset using a Neural Network...	11	Experimental	—	Jupyter Notebook
87	Rayan-Azrai/MNIST-model Neural networks model on the MNIST dataset using pytorch	11	Experimental	—	Jupyter Notebook
88	coderkun12/Digit-Recognition This is a simple project aimed at strengthening the understanding of...	11	Experimental	—	Jupyter Notebook
89	SherifGamal9441/Spoken-Digit-Recognition Bidirectional LSTM model trained to recognize spoken digits using spectrograms	11	Experimental	—	Jupyter Notebook
90	gen-ai-py/AICrafter AICrafter is a simple AI-based project that demonstrates a machine learning...	11	Experimental	—	HTML
91	antonisbaro/digitron Digitron: A comprehensive spoken digit recognition system using Hidden...	11	Experimental	—	Python
92	jaosber/mlp-latin-char-recognition Multilayer perceptron trained to recognize Spanish Latin characters, digits,...	11	Experimental	—	Java
93	alihassanml/Recognizing-hand-written-digits This repository contains a Jupyter Notebook for recognizing hand-written...	11	Experimental	2	Jupyter Notebook
94	abdullatifkaban/Digit_Recognition El yazması rakamları tahmin etme	11	Experimental	2	Jupyter Notebook
95	nickolasrm/BitsMNIST.jl Handwritten numbers predicted by bit neural networks	11	Experimental	2	Julia
96	Rob0y/MNIST-Digit-Recognizer Deep learning project for handwritten digit recognition using TensorFlow and...	11	Experimental	—	Python
97	felipe-sant/mnist-classifier-back Este projeto fornece a API backend responsável por gerenciar e servir os...	11	Experimental	—	TypeScript
98	NoellaButi/ai-mnist-tf Classify handwritten digits with a CNN in TensorFlow/Keras, deployed in an...	11	Experimental	—	Jupyter Notebook
99	felipe-sant/mnist-classifier 👾 Este projeto usa Deep Learning (Keras/TensorFlow) para treinar uma rede...	11	Experimental	—	—
100	dpernes/deepsets-digitsum Sum of handwritten digits using Deep Sets, implemented in PyTorch.	11	Experimental	21	Python
101	skyradez/Handwriting-Recognition-with-Deep-Convolutional-Neural-Network-ANN-Qualification-2023 Handwriting Recognition with Deep Convolutional Neural Network (DCNN)	11	Experimental	—	Python
102	Thogaruchesti-hemanth/guessing_numbers An AI-powered number guessing game built with Python and Keras. The model is...	11	Experimental	—	Jupyter Notebook
103	Chaganti-Reddy/Hand-Digit-Recognition Machine Learning model to recognize the handwritten digit && It is a Kaggle...	11	Experimental	—	Jupyter Notebook
104	elhamabedi/handwriting-recognition Persian Handwritten Digit Recognition with Neural Network	11	Experimental	—	Jupyter Notebook
105	mytechnotalent/MNIST-MLP This project provides a step-by-step, PyTorch-based guide to constructing,...	10	Experimental	1	Jupyter Notebook
106	sarmadahmad8/Digit-Recognizer-91.4-accuracy Digit Recognizer 91.4% accuracy	10	Experimental	1	Jupyter Notebook
107	zamirmehdi/Handwritten-Digit-Recognition Multi-layer neural network built from scratch for MNIST digit classification...	10	Experimental	4	Python
108	LesterEvSe/NumVision Artificial Intelligence for recognizing numbers	10	Experimental	1	Python
109	mbeps/deep-convolutional-neural-network-digits-classifier A deep learning model that classifies handwritten digits using a CNN...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

SVHNClassifier and SVHNClassifier-PyTorch (42 vs 40)