{"id":20619405,"url":"https://github.com/mohammed-majid/image-classification-nn","last_synced_at":"2026-04-22T04:32:21.385Z","repository":{"id":248310866,"uuid":"828332065","full_name":"Mohammed-Majid/Image-Classification-NN","owner":"Mohammed-Majid","description":"Image classification using custom Neural Network (No ML packages)","archived":false,"fork":false,"pushed_at":"2024-08-31T04:53:30.000Z","size":11561,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-17T05:08:36.906Z","etag":null,"topics":["custom","multiclass-classification","neural-network","numpy"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Mohammed-Majid.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-07-13T20:06:58.000Z","updated_at":"2024-08-31T04:54:12.000Z","dependencies_parsed_at":"2024-07-13T22:42:29.458Z","dependency_job_id":null,"html_url":"https://github.com/Mohammed-Majid/Image-Classification-NN","commit_stats":null,"previous_names":["mohammed-majid/image-classification-nn"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohammed-Majid%2FImage-Classification-NN","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohammed-Majid%2FImage-Classification-NN/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohammed-Majid%2FImage-Classification-NN/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Mohammed-Majid%2FImage-Classification-NN/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Mohammed-Majid","download_url":"https://codeload.github.com/Mohammed-Majid/Image-Classification-NN/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":242277652,"owners_count":20101536,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["custom","multiclass-classification","neural-network","numpy"],"created_at":"2024-11-16T12:11:37.442Z","updated_at":"2026-04-22T04:32:16.358Z","avatar_url":"https://github.com/Mohammed-Majid.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MNIST Digit Recognition using Neural Network\n-------\nThis repository contains code for training and evaluating a neural network from scratch (no ML packages) to recognize handwritten digits from the MNIST dataset.\n------\n## Overview\n\nThe main script model.ipynb demonstrates the process of:\n\n- Pre-processing: Loading the MNIST dataset, normalizing the data, and preparing it for training and testing.\n- Neural Network: Initializing the parameters, implementing forward and backward propagation, and updating the parameters.\n- Training: Training the neural network on the MNIST training set.\n- Evaluation: Assessing the model's performance on both training and test data, including accuracy and visualization of learning curves.\n- Prediction: Visualizing the predictions of the neural network on sample images.\n-------\n## Usage\n\n- Clone the Repository\n\n- Install Dependencies: Make sure you have the necessary dependencies installed. You can install them using pip:\n```\npip install numpy pandas matplotlib\n```\n- Run the Script: Execute the script to train the model and evaluate its performance.\n-------\n## Requirements\n\n- Python 3.x\n- numpy\n- pandas\n- matplotlib\n--------\n## Project Structure\n\n- mnist_nn.py: The file that contains the script for loading data, defining the neural network, training, and evaluation.\n- train-images.idx3-ubyte: The dataset file containing training images.\n- train-labels.idx1-ubyte: The dataset file containing training labels.\n- t10k-images.idx3-ubyte: The dataset file containing test images.\n- t10k-labels.idx1-ubyte: The dataset file containing test labels.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmohammed-majid%2Fimage-classification-nn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmohammed-majid%2Fimage-classification-nn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmohammed-majid%2Fimage-classification-nn/lists"}