{"id":23727783,"url":"https://github.com/fedele7008/mnist_dnn","last_synced_at":"2026-02-16T22:30:16.038Z","repository":{"id":65336299,"uuid":"588444283","full_name":"fedele7008/MNIST_DNN","owner":"fedele7008","description":"Deep Neural Network from Scratch with MNIST 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align=\"center\"\u003e\n    \u003ca href=\"#\"\u003e\n      \u003cimg src=\"doc/assets/mnist-dnn-media/MNIST_DNN_Banner.png\" /\u003e\n    \u003c/a\u003e\n\u003c/h1\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"https://img.shields.io/badge/python-v3.6+-blue?logo=PYTHON\u0026style=flat-square\" /\u003e\n  \u003cimg src=\"https://img.shields.io/badge/License-MIT-9cf?style=flat-square\" /\u003e\n  \u003cimg src=\"https://img.shields.io/badge/Version-0.0.1-green?style=flat-square\" /\u003e\n  \u003cimg src=\"https://img.shields.io/badge/PR-welcome-orange?style=flat-square\"\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"#overview\"\u003eOverview\u003c/a\u003e •\n  \u003ca href=\"#aboutus\"\u003eAbout us\u003c/a\u003e •\n  \u003ca href=\"#features\"\u003eFeatures\u003c/a\u003e •\n  \u003ca href=\"#install\"\u003eInstall\u003c/a\u003e •\n  \u003ca href=\"#usage\"\u003eUsage\u003c/a\u003e •\n  \u003ca href=\"#credit\"\u003eCredits\u003c/a\u003e •\n  \u003ca href=\"#license\"\u003eLicense\u003c/a\u003e •\n  \u003ca href=\"#donate\"\u003eDonate\u003c/a\u003e\n\u003c/p\u003e\n\n# \u003cdiv id=\"overview\"\u003eOverview\u003c/div\u003e\nMNIST is a dataset of handwritten digits, widely used for training and testing image classification models, and DNN stands for Deep Neural Network, a type of artificial neural network that has multiple layers of nodes.\n\nMNIST DNN is web application that allows users to create and configure their own DNN models using MNIST dataset.\n\nThe project consists of two packages:\n\n`MNIST_DNN`\n\u003e *Provides features to create and configure MNIST DNN models.*\n\n`MNIST_DNN_API`\n\u003e *API service package that uses MNIST_DNN to create an API that retrieves user request to create specific models and return the trained models back to the user.*\n\nWith these packages, we can create our own web application that provides user friendly interfaces to play with MNIST dataset.\n\n# \u003cdiv id=\"aboutus\"\u003eAbout us\u003c/div\u003e\nThe MNIST DNN Project was started to give us the opportinuity to create our own neural network model without using any deep learning APIs like Keras.\n\nUltimately, our goal is to gain a deeper understanding of machine learning and to gain experience with various techniques, not just those related to machine learning. (i.e. REST API, Web application, package deployment, etc.)\n\n\u003ch3\u003eJohn Yoon\u003c/h3\u003e\n\u003ca href=\"mailto:fedelejohn7008@gmail.com\" target=\"_blank\"\u003e\n  \u003cimg style=\"padding-left:5px\" src=\"https://img.shields.io/badge/Email-fedelejohn7008@gmail.com-red?style=flat-square\u0026logo=Gmail\u0026logoColor=EA4335\"/\u003e\n\u003c/a\u003e\n\u003ca href=\"https://www.linkedin.com/in/john-yoon-33b8771a8/\" target=\"_blank\"\u003e\n  \u003cimg src=\"https://img.shields.io/badge/LinkedIn-John Yoon-blue?style=flat-square\u0026logo=LinkedIn\u0026logoColor=0A66C2\"/\u003e\n\u003c/a\u003e\n\n\u003e University of Waterloo | Computer Science 3B Co-op \n\n# \u003cdiv id=\"features\"\u003eFeatures\u003c/div\u003e\n_*Features are still in development phase, please check out our [wiki](https://github.com/fedele7008/MNIST_DNN/wiki) for more detail.*_\n\n# \u003cdiv id=\"install\"\u003eInstall\u003c/div\u003e\n_*Product is still in development phase, please check out our [wiki](https://github.com/fedele7008/MNIST_DNN/wiki) for more detail.*_\n\n# \u003cdiv id=\"usage\"\u003eUsage\u003c/div\u003e\n_*Product is still in development phase, please check out our [wiki](https://github.com/fedele7008/MNIST_DNN/wiki) for more detail.*_\n\n# \u003cdiv id=\"credit\"\u003eCredits\u003c/div\u003e\nSpecial thanks\n* [Daniel Lee](https://github.com/iproudyou)\n\nThe project uses following packages:\n* numpy\n* pandas\n* matplotlib\n* flask\n\n# \u003cdiv id=\"license\"\u003eLicense\u003c/div\u003e\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n\n# \u003cdiv id=\"donate\"\u003eDonate\u003c/div\u003e\n\u003ca href=\"https://www.buymeacoffee.com/j53yoon\" target=\"_blank\"\u003e\n  \u003cimg src=\"doc/assets/buy-us-a-coffee-please.png\" alt=\"Buy us a coffee... please\" style=\"height: 41px !important; !important;box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;-webkit-box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;\" /\u003e\n\u003c/a\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffedele7008%2Fmnist_dnn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffedele7008%2Fmnist_dnn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffedele7008%2Fmnist_dnn/lists"}