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 152 handwritten digit recognition frameworks tracked. 1 score above 50 (established tier). The highest-rated is greydanus/mnist1d at 55/100 with 238 stars.

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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...	49	Emerging	210	Jupyter Notebook
3	potterhsu/SVHNClassifier-PyTorch A PyTorch implementation of Multi-digit Number Recognition from Street View...	47	Emerging	201	Jupyter Notebook
4	kensanata/numbers Handwritten digits, a bit like the MNIST dataset.	45	Emerging	95	—
5	kdexd/digit-classifier A single handwritten digit classifier, using the MNIST dataset. Pure Numpy.	44	Emerging	787	Python
6	billy-enrizky/Pytorch-Handwritten-Digit-Recognition 🚀 PyTorch Handwritten Digit Recognition 🤖 Discover the world of machine...	43	Emerging	10	HTML
7	gsurma/digit_recognizer CNN digit recognizer implemented in Keras Notebook, Kaggle/MNIST (0.995).	42	Emerging	32	Jupyter Notebook
8	anishsingh20/Deep-Learning-in-R-using-Keras-and-Tensorflow- Implementing Deep learning in R using Keras and Tensorflow packages for R...	42	Emerging	25	R
9	aakashjhawar/handwritten-digit-recognition This project demonstrates Handwritten digit recognition using Deep Learning	41	Emerging	31	Jupyter Notebook
10	kingyiusuen/handwritten-multi-digit-number-recognition Recognize handwritten multi-digit numbers using a CRNN model trained with...	39	Emerging	30	Jupyter Notebook
11	77axel/Digit-Recognizer A handwritten digits image classifier built from scratch for learning and...	39	Emerging	15	Jupyter Notebook
12	Cerenaut/Preprocess-NIST-SD19 Preprocessing for NIST Special Dataset 19 (uppercase single-character...	37	Emerging	13	Java
13	zademn/mnist-mlops-learning In this project I played with mlflow, streamlit and fastapi to create a...	36	Emerging	107	Python
14	Hunterdii/DigiPic-Classifier DigiPic-Classifier is a powerful image classification app built with...	35	Emerging	5	Jupyter Notebook
15	Cerenaut/Preprocess-SVHN Preprocess Google Street View House Number (SVHN) dataset, producing a set...	35	Emerging	8	Jupyter Notebook
16	bean-mhm/digit-recognition Train a Deep Neural Network to Recognize Handwritten Digits	34	Emerging	5	C++
17	Mimsqueeze/Digit-Recognition A C++ implementation of a neural network from scratch to recognize handwritten digits	33	Emerging	5	C++
18	NiklasvonM/Self-Training Iterative training on pseudo-labeled data experiment on the MNIST-dataset	32	Emerging	12	Python
19	ScottT2-spec/mnist-neural-network- Neural network from scratch (NumPy only, 96% accuracy) + Kaggle Digit...	32	Emerging	15	Python
20	sayakpaul/Handwriting-Recognizer-in-Keras This project shows how to build a simple handwriting recognizer in Keras...	32	Emerging	13	Jupyter Notebook
21	phoebetronic/mnist Publicly available MNIST CSV dataset.	31	Emerging	18	—
22	TaSC-TUSUR/Timofey Fully connected number recognition neural network	31	Emerging	4	PureBasic
23	ADVAIT135/MNIST_Digit_recognizer_kaggle This repository consists of the Analysis and ML training of the...	31	Emerging	3	Jupyter Notebook
24	nano-bot01/Handwriting-Detection-using-Deep-Learing-with-Neural-Network Handwriting Detection using Deep Learing with Neural Network, tensorflow,...	31	Emerging	3	Jupyter Notebook
25	deyjishnu/digit-recognition The purpose of this project is to take handwritten digits as input, process...	31	Emerging	34	MATLAB
26	diegocasmo/iam_writer_recognition IAM Dataset Writer Recognition Using a CNN	29	Experimental	13	Jupyter Notebook
27	j3soon/Handwritten-Digit-Recognition-Painter A handwritten digit recognition painter implementation on Basys 3 Artix-7...	29	Experimental	24	VHDL
28	Cerenaut/Preprocess-MNIST Code to convert the native MNIST data format to PNG images.	29	Experimental	1	Java
29	dandycheng/ml-neural-network-mnist-ocr An Artificial Neural Network coded from scratch, trained using the MNIST...	29	Experimental	1	Jupyter Notebook
30	josStorer/nn_example This repository is related to a video about principles of neural networks,...	27	Experimental	12	Python
31	KeneanDita/Fidel-Vision A Deep Learning + Streamlit web app for recognizing handwritten Amharic...	26	Experimental	1	Jupyter Notebook
32	juhilsomaiya/Digit_Recognition_MachineLearning This repository contains the jupytor notebook code for digit recognition...	26	Experimental	4	Jupyter Notebook
33	NhanPhamThanh-IT/Handwritten-Digits-Classification ✏️ An AI-driven web app for handwritten digit recognition using the MNIST...	26	Experimental	16	Jupyter Notebook
34	Aymane11/handwriting-recognition Handwriting recognition using CNN and EMIST dataset.	25	Experimental	7	Jupyter Notebook
35	LakshayD02/Handwritten_Digital_Recognition A simple AI model that can recognize handwritten digits. Training a model to...	25	Experimental	8	HTML
36	mashaan14/MNIST-M A zip file containing images for MNIST-M dataset	25	Experimental	5	—
37	Faris-Abuali/digit-recognizer Trying to build a Neural Network from scratch (no Tensorflow/Pytorch, just...	24	Experimental	5	Python
38	Nizarassad/Digits-recognition This project is a machine learning classification task on MNIST using SVM...	23	Experimental	4	Jupyter Notebook
39	ataturhan21/MNIST-Digit-Classification-PyTorch A complete solution for the MNIST handwritten digit classification challenge...	23	Experimental	25	Jupyter Notebook
40	indranil143/Digit_Recognition Implemented a Convolutional Neural Network trained on MNIST for handwritten...	23	Experimental	11	Jupyter Notebook
41	metehanulusoy/mnist-digit-recognizer Handwritten digit recognition with Neural Networks \| ~98% accuracy	22	Experimental	—	Python
42	MohitPammu/SVHN-Digit-Recognition Optimized CNN achieving ~90% accuracy with 38.6% parameter reduction for...	22	Experimental	1	HTML
43	varadshajith/mnist-digit-classifier Handwritten digit classifier using TensorFlow/Keras neural network, 97.76%...	21	Experimental	—	Jupyter Notebook
44	abdullahelen/NuDIT Transforming Numerical Data to Images for Deep Networks.	21	Experimental	—	MATLAB
45	jongoiko/gb-nn Neural network handwritten digit recognition on a Game Boy	21	Experimental	5	Assembly
46	ElijahMuessemeyer/TensorFlow-CNN-Demo Convolutional Neural Network achieving 99% accuracy on MNIST handwritten...	21	Experimental	—	Jupyter Notebook
47	fisherman611/handwritten-digits-recognition This project focuses on classifying handwritten digits from the MNIST...	21	Experimental	3	Jupyter Notebook
48	fvalerii/svhn-digit-classification 🖼️ Comparative study of MLP and CNN architectures for digit recognition...	21	Experimental	—	Jupyter Notebook
49	coding-ai/raspberrypi_handwritten_recognition Virtual Pen + Recognition of handwritten digits	21	Experimental	9	Python
50	Carturo8/Digit-Recognition-NN Ejemplo introductorio de una red neuronal MLP para reconocimiento de dígitos...	20	Experimental	4	Jupyter Notebook
51	JC-ProgJava/Handwritten-Digit-Dataset A collection of 107,730 28x28 PNG files of digits from 0-9, with a dataset generator.	20	Experimental	8	—
52	nedeljkovignjevic/handwritten-digit-recognition Using convolutional neural network and MNIST dataset to recognize handwritten digits	20	Experimental	10	Python
53	Roodaki/Math-Vision Fine-tuned the VGG16 model for real-time recognition of handwritten...	20	Experimental	8	Python
54	matin-ghorbani/MNIST_PyTorch Classify MNIST dataset with PyTorch	20	Experimental	8	Python
55	ARUNAGIRINATHAN-K/MNIST-Progressive-ANN Multi-layer neural network to recognize handwritten digits	19	Experimental	6	Jupyter Notebook
56	enzoniko/HDRNNUA Handwritten Digit Recognition Neural Network Using APL	19	Experimental	3	—
57	Andresmup/PyTorch_Drawed_Numbers_Image_Detection Pytorch project for number detection in images	19	Experimental	4	Jupyter Notebook
58	cezarbulancea/Digit-Recognizer Machine-learning model achieving 99% accuracy in recognizing handwritten digits.	19	Experimental	4	Jupyter Notebook
59	Logisec/Handwritten-Digit-Classifier Building a Neural Network for MNIST Digit Classification from Scratch	19	Experimental	3	Python
60	Umer-Farooq-CS/MNIST-Classification The MNIST classification problem is a fundamental machine learning task that...	19	Experimental	1	Cuda
61	MohammedNasserAhmed/arabic-digits-recognition This repository contains a custom Arabic digits (0-9) dataset contributed by...	19	Experimental	3	Jupyter Notebook
62	SBNovaScript/nasm-learn-complex A neural network that recognizes handwritten digits written entirely in...	19	Experimental	—	Assembly
63	elifirinci/mnist_ann This project builds and trains an artificial neural network (ANN) to...	19	Experimental	2	Jupyter Notebook
64	Thogaruchesti-hemanth/handwrittten-digit-recognition A deep learning project using CNN to recognize handwritten digits (0–9)....	19	Experimental	1	Jupyter Notebook
65	kavicastelo/digit-recognizer-ml Digit Recognizer, is a web-based tool designed to recognize handwritten...	19	Experimental	3	HTML
66	abdullatifkaban/Digit_Recognition El yazması rakamları tahmin etme	18	Experimental	2	Jupyter Notebook
67	Mariam-Badr-MB/MNIST-Classification A simple neural network to classify handwritten digits from the MNIST...	18	Experimental	1	Jupyter Notebook
68	dpernes/deepsets-digitsum Sum of handwritten digits using Deep Sets, implemented in PyTorch.	18	Experimental	21	Python
69	nickolasrm/BitsMNIST.jl Handwritten numbers predicted by bit neural networks	18	Experimental	2	Julia
70	alihassanml/Recognizing-hand-written-digits This repository contains a Jupyter Notebook for recognizing hand-written...	18	Experimental	2	Jupyter Notebook
71	v0id-core/digit-recognizer 🧠 Real-time Handwritten Digit Recognizer using PyTorch CNN & Tkinter....	17	Experimental	2	Python
72	sarmadahmad8/Digit-Recognizer-91.4-accuracy Digit Recognizer 91.4% accuracy	17	Experimental	1	Jupyter Notebook
73	AbelAtares/Neural-Network-Digit-Recognition-MNIST Digit Recognition with a Neural Network 🤖✍️ Exploring handwritten digits...	17	Experimental	1	Jupyter Notebook
74	shreyanth-sureshkrishnaa/MNIST-Deep-Learning-Project A simple deep learning project for recognizing handwritten digits (0–9)...	17	Experimental	—	Python
75	LesterEvSe/NumVision Artificial Intelligence for recognizing numbers	17	Experimental	1	Python
76	Princemurchale/Handwritten-Digit-Classification- This repository consists of the Analysis and ML training of the...	17	Experimental	—	Jupyter Notebook
77	mytechnotalent/MNIST-MLP This project provides a step-by-step, PyTorch-based guide to constructing,...	17	Experimental	1	Jupyter Notebook
78	zamirmehdi/Handwritten-Digit-Recognition Multi-layer neural network built from scratch for MNIST digit classification...	17	Experimental	4	Python
79	trithanhalan/MNIST_Digit_Predictor MLP vs CNN comparison for handwritten digit recognition — interactive...	15	Experimental	—	Python
80	itzdineshx/Handwritten-Digit-Recognition-system Handwritten Digit Recognition Using Convolutional Neural Network from...	15	Experimental	—	Jupyter Notebook
81	mirzayasirabdullahbaig07/HandWritten-Classification-Model Handwritten Digit Classifier using a trained MNIST model. Draw or upload a...	15	Experimental	15	Python
82	ImtiazShuvo/handwritten-digit-classification-keras Feedforward neural network for handwritten digit classification using...	14	Experimental	—	Jupyter Notebook
83	dejanjovic1283-ui/mnist-digit-recognition-colab Handwritten digit recognition using TensorFlow and Google Colab with GPU...	14	Experimental	—	Jupyter Notebook
84	muhammadjunaid-ai/mnist-digit-recognition Deep learning web application for handwritten digit recognition using the...	14	Experimental	1	Python
85	Jovinull/MNIST-Academic-Baseline Pipeline acadêmico end-to-end em PyTorch para classificação do MNIST. Inclui...	14	Experimental	—	Python
86	juliana-ng/mnist-digit-classification Deep Neural Networks are trained to classify image data from the MNIST dataset.	14	Experimental	—	HTML
87	jurrutiap/digit-recognition UNAL - Introducción a la Inteligencia Artificial. Este proyecto implementa...	14	Experimental	—	Python
88	DebashishRana/Handwritten-number-detector Handwritten number detector utilizes cv2 for frame capture and tensorflow...	14	Experimental	—	Jupyter Notebook
89	gkxvall/Digit-Recognizer Real-time handwritten digit recognition desktop app built with PyGame and...	14	Experimental	—	Python
90	Harly-1506/MNIST-Classification-report Basic CNN and ANN	13	Experimental	13	Jupyter Notebook
91	felipe-sant/mnist-classifier 👾 Este projeto usa Deep Learning (Keras/TensorFlow) para treinar uma rede...	13	Experimental	—	—
92	jaosber/mlp-latin-char-recognition Multilayer perceptron trained to recognize Spanish Latin characters, digits,...	13	Experimental	—	Java
93	HARSHANEELAM/mnist-digit-classifier CNN built with TensorFlow/Keras to classify handwritten digits with 99.3%...	13	Experimental	—	Python
94	Enesbldrr/digit-predictor El yazısı rakamları sınıflandırmak için MNIST veri seti üzerinde eğitilmiş...	13	Experimental	—	Jupyter Notebook
95	prdai/mnist-digit-recognition A PyTorch-based deep learning implementation for MNIST digit recognition...	13	Experimental	—	Jupyter Notebook
96	AlwaysDhruv/Digit-Classification-Model This python programme will reconize any type handwritten digit that in 0 to...	13	Experimental	4	Python
97	gen-ai-py/AICrafter AICrafter is a simple AI-based project that demonstrates a machine learning...	13	Experimental	—	HTML
98	Chaganti-Reddy/Hand-Digit-Recognition Machine Learning model to recognize the handwritten digit && It is a Kaggle...	13	Experimental	—	Jupyter Notebook
99	Thogaruchesti-hemanth/guessing_numbers An AI-powered number guessing game built with Python and Keras. The model is...	13	Experimental	—	Jupyter Notebook
100	anh-nn01/Neural-Network-from-Scratch--Hand-written-Digits-classifier This is my first Deep Learning project, which is a MNIST hand-written digits...	13	Experimental	9	Jupyter Notebook
101	nikhil-1603/Handwritten-Digit-Classification-using-Neural-Networks-MNIST A neural network project to classify handwritten digits (0–9) using the...	13	Experimental	—	Jupyter Notebook
102	jackvial/uiua-mnist Uiua Neural Network Inference on MNIST	13	Experimental	9	—
103	skyradez/Handwriting-Recognition-with-Deep-Convolutional-Neural-Network-ANN-Qualification-2023 Handwriting Recognition with Deep Convolutional Neural Network (DCNN)	13	Experimental	—	Python
104	Rayan-Azrai/MNIST-model Neural networks model on the MNIST dataset using pytorch	13	Experimental	—	Jupyter Notebook
105	coderkun12/Digit-Recognition This is a simple project aimed at strengthening the understanding of...	13	Experimental	—	Jupyter Notebook
106	elhamabedi/handwriting-recognition Persian Handwritten Digit Recognition with Neural Network	13	Experimental	—	Jupyter Notebook
107	SherifGamal9441/Spoken-Digit-Recognition Bidirectional LSTM model trained to recognize spoken digits using spectrograms	13	Experimental	—	Jupyter Notebook
108	NoellaButi/ai-mnist-tf Classify handwritten digits with a CNN in TensorFlow/Keras, deployed in an...	13	Experimental	—	Jupyter Notebook
109	felipe-sant/mnist-classifier-back Este projeto fornece a API backend responsável por gerenciar e servir os...	13	Experimental	—	TypeScript
110	Amirhossein-Rajabpour/Handwritten-Digit-Recognition-from-scratch Computational Intelligence Course Project	13	Experimental	13	Jupyter Notebook
111	Aronno1920/Digit-Classifier-MNIST Build and evaluate a deep learning model that classifies handwritten digits...	13	Experimental	6	Jupyter Notebook
112	lorossi/mnist-model Finding the best model for the MNIST dataset, the hard way	12	Experimental	6	Jupyter Notebook
113	mbeps/deep-convolutional-neural-network-digits-classifier A deep learning model that classifies handwritten digits using a CNN...	12	Experimental	1	Jupyter Notebook
114	shervinnd/CNN-model-for-Mnist This project implements a Convolutional Neural Network (CNN) trained on the...	12	Experimental	3	Jupyter Notebook
115	AleksaVukadinovic/DigitEye A Python and TensorFlow-powered neural network for recognizing handwritten...	12	Experimental	5	Python
116	muqadasejaz/Hand-Written-Digit-Recognition-using-MNIST-DATASET This project demonstrates a deep learning model built with fully connected...	12	Experimental	3	Jupyter Notebook
117	Deepender25/Handwritten-Digit-Recognition---CNN-with-99.65-Accuracy Production-ready deep learning model for handwritten digit recognition using...	12	Experimental	3	Jupyter Notebook
118	whoIsClownHere/Classifying-House-Numbers-Using-Convolutional-Neural-Networks Classifying House Numbers Using Convolutional Neural Networks	12	Experimental	5	Jupyter Notebook
119	viniciusfinger/MNIST-number-classification Number classification using machine learning and MNIST Dataset	12	Experimental	4	Jupyter Notebook
120	levvedrov/manual-neural-net-digit-recognition Neural network for digit recognition built from scratch in Python using...	12	Experimental	3	Python
121	dandycheng/ml-pytorch-neural-network-with-mnist-dataset Training a neural network to recognize MNIST digits (PyTorch implementation)	11	Experimental	—	Jupyter Notebook
122	bvsam/handwriting-recognition User handwriting recognition app using a CNN trained on the EMNIST ByClass dataset	11	Experimental	—	Jupyter Notebook
123	shubhambhardwaj007/MNIST-Handwritten-Character-Recognization-CNN Character Recognizaton Model on Popular MNIST Dataset	11	Experimental	—	Jupyter Notebook
124	moayadalsariya/number-gussing-game Basic guessing game with OpenCV and Keras	11	Experimental	—	Jupyter Notebook
125	chavhan/mnist_neural_network Demonstration of Neural Network through tensorflow/keras on MNIST dataset	11	Experimental	—	R
126	IIIskiplikIII/first-NN-by-detecting-handwritten-characters The project is about detecting handwritten digits, based on the famous...	11	Experimental	—	Jupyter Notebook
127	PritK99/MNIST-Digit-Recognition Implementing Deep Learning for Handwritten Digit Recognition from scratch	11	Experimental	—	Jupyter Notebook
128	jahnvisahni31/Handwritten-Digits-Classifier-with-PyTorch This project implements a handwritten digits classifier using PyTorch. The...	11	Experimental	—	Jupyter Notebook
129	Parasolll/Digit-Recognition Simple Neural Network, Deep Learning for hand written digits recognition.	11	Experimental	—	C
130	BurakAhmet/Handwriting-Digit-Recognition Instant handwriting digit classification with mnist dataset and TensorFlow	11	Experimental	—	Jupyter Notebook
131	HuaTanSang/hand-written-digit-recognition Using deep learning models that leverange CNN architecture to recognize hand...	11	Experimental	3	Python
132	codexponent/nepalidigitclassification 1️⃣ 2️⃣ 3️⃣ 4️⃣ 5️⃣ 6️⃣ 7️⃣ 8️⃣ 9️⃣ 0️⃣ Nepali Digit Classification using Keras	11	Experimental	—	Java
133	sadrayef/Digit-Pattern-Classifier A simple machine learning algorithm to recognize the numbers 0 to 9 from...	11	Experimental	3	Jupyter Notebook
134	Kushan2k/digit_prediction_deep_learning-using-python-cnn simple handwritten digit prediction application using TensorFlow ANNs with...	11	Experimental	3	Jupyter Notebook
135	wytyang00/simple_nn_for_mnist My first time using pyTorch... which means I GOTTA DO MNIST	11	Experimental	—	Jupyter Notebook
136	davidedellagiustina/digit-recognition Software for single handwritten digit recognition in images. Developed for...	11	Experimental	—	Python
137	Callum-C/HNN_Digit_Recognition Using Hopfield Neural Networks to recognise digits 0 - 9. Testing the...	11	Experimental	—	Python
138	carlos-vf/ANN-for-image-classification An Artificial Neural Network for image classification (hand written numbers...	11	Experimental	—	Python
139	noobpratik10/DigiRec--hindi-digits-recognizer A digit recognition system for Hindi MNIST, built with TensorFlow, featuring...	11	Experimental	—	Jupyter Notebook
140	arminZolfaghari/Handwritten-Digit_Recognization Handwritten Digit Recognition - Computational Intelligence Course 1st Project	11	Experimental	4	Python
141	jiamingwangnet/number-classifier A neural network that trains of the MNIST dataset to classify numbers.	11	Experimental	—	C++
142	Steepspace/Digit-Classification Digit classification task using Naive Bayes, Perceptron, and MIRA.	11	Experimental	—	Python
143	lgy112112/MIMI-MNIST-Tutorial A good model should see things from different angle......	11	Experimental	3	Jupyter Notebook
144	rasoulameri/Digits_Classification_XAI A complete, straightforward digit classification project built with PyTorch,...	11	Experimental	2	Jupyter Notebook
145	Rob0y/MNIST-Digit-Recognizer Deep learning project for handwritten digit recognition using TensorFlow and...	11	Experimental	—	Python
146	radhe30/Handwritten-Digit-Classification Handwritten Image Classification Model This repository contains a machine...	10	Experimental	2	Jupyter Notebook
147	T-Kalv/Simple-MNIST-Digit-Classifier-Neural-Network A Simple MNIST Digit Classifier Neural Network that recognises hand-written...	10	Experimental	1	Jupyter Notebook
148	charithasrir31/Handwritten-Digit-Prediction A Convolutional Neural Network (CNN) trained on the MNIST dataset to...	10	Experimental	2	Jupyter Notebook
149	MEGARAJAN-S/MNIST-ANN-classifier his project is about building a artificial neural network using pytorch...	10	Experimental	2	Python
150	dayyass/simple-mnist-bot Telegram Bot with Keras Simple MNIST ConvNet.	10	Experimental	2	PureBasic
151	Ahmad-Ali-Rafique/Handwritten-Digit-Recognition-MNIST This project demonstrates a complete pipeline for recognizing handwritten...	10	Experimental	2	Jupyter Notebook
152	iFairPlay22/Handwritten-Digits-Recognition Mise au point d'un réseau de neurones permettant de reconnaître des...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

SVHNClassifier and SVHNClassifier-PyTorch (49 vs 47) digit-recognition and Digit-Recognition (34 vs 33)