{"id":18344417,"url":"https://github.com/veb-101/mnist-flask_app","last_synced_at":"2026-05-16T11:34:06.921Z","repository":{"id":39736493,"uuid":"199503254","full_name":"veb-101/mnist-flask_app","owner":"veb-101","description":"Rendering a flask app for hand-written digits recognition.","archived":false,"fork":false,"pushed_at":"2023-05-01T20:35:22.000Z","size":14303,"stargazers_count":2,"open_issues_count":4,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-09-13T01:30:05.779Z","etag":null,"topics":["flask","keras-tensorflow","mnist-handwriting-recognition","python3"],"latest_commit_sha":null,"homepage":"","language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"unlicense","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/veb-101.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2019-07-29T18:04:11.000Z","updated_at":"2020-05-14T04:26:22.000Z","dependencies_parsed_at":"2025-04-09T22:37:57.453Z","dependency_job_id":null,"html_url":"https://github.com/veb-101/mnist-flask_app","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/veb-101/mnist-flask_app","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/veb-101%2Fmnist-flask_app","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/veb-101%2Fmnist-flask_app/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/veb-101%2Fmnist-flask_app/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/veb-101%2Fmnist-flask_app/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/veb-101","download_url":"https://codeload.github.com/veb-101/mnist-flask_app/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/veb-101%2Fmnist-flask_app/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33100900,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-16T04:41:52.686Z","status":"ssl_error","status_checked_at":"2026-05-16T04:41:52.009Z","response_time":115,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["flask","keras-tensorflow","mnist-handwriting-recognition","python3"],"created_at":"2024-11-05T21:06:00.915Z","updated_at":"2026-05-16T11:34:06.900Z","avatar_url":"https://github.com/veb-101.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Classifying Hand-drawn Digits using Flask\n---------\n\n* \u003cb\u003eOriginal Paper\u003c/b\u003e\n  * [Gradient Based learning applied to document Recognition](http://yann.lecun.com/exdb/publis/pdf/lecun-98.pdf)\n\u003cbr\u003e\n\n* \u003cb\u003eLearning Resources\u003c/b\u003e\n  \n    1. [CS231N Convolutional Neural Networks](http://cs231n.github.io/convolutional-networks/)\n    2. [CS231N Visualizing what ConvNets learn](http://cs231n.github.io/understanding-cnn/)\n    3. [A  Beginner's Guide To Understanding Convolutional Neural Networks](https://adeshpande3.github.io/adeshpande3.github.io/A-Beginner's-Guide-To-Understanding-Convolutional-Neural-Networks/)\n    4. [Machine Learning is Fun! Part 3: Deep Learning and Convolutional Neural Networks](https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721)  \n    5. [Visualizing MNIST: An Exploration of Dimensionality Reduction - Chris Olag](https://colah.github.io/posts/2014-10-Visualizing-MNIST/)\n\u003cbr\u003e\n\n* \u003cb\u003eCode Resources\u003c/b\u003e\n  * [Convolutional Neural Network by Magnus Erik Hvass Pedersen](https://nbviewer.jupyter.org/github/Hvass-Labs/TensorFlow-Tutorials/blob/master/02_Convolutional_Neural_Network.ipynb)\n  * [keras repositoy](https://github.com/keras-team/keras/blob/master/examples/mnist_cnn.py)\n  * Deep Learning with Python - Francois Chollet\n  \u003cbr\u003e\n\n* \u003cb\u003eModel Training Files (2 different models trained)\u003c/b\u003e\n  * (Basic) Initial -\u003e [mnist-keras(colab)](https://colab.research.google.com/drive/1kJBrQ-jHNb9LLnbFKJAjp-MqZuGzbgor#forceEdit=true\u0026offline=true\u0026sandboxMode=true)\n  * (Augmented) Used for predictions -\u003e [Mnist-data-augmented(colab)](https://colab.research.google.com/drive/1UJjljA9TBmA_YNhfxe4wn_CwfVFYgaUK#forceEdit=true\u0026offline=true\u0026sandboxMode=true) \n  \u003cbr\u003e\n\n* \u003cb\u003eRun Online\u003c/b\u003e\n    * [repl.it](https://repl.it/@VaibhavSingh4/Classifying-hand-written-images)\n\u003cbr\u003e\n\n* \u003cb\u003eInspired by\u003c/b\u003e\n  * [Sourav Johar's Doodle Classifier](https://github.com/SouravJohar/doodle-classifier)   \n\n\n#### Run Locally\n\n1. Create a seperate python 3 environment.\n\n2. Install the required packages\n   ```python\n    pip install -r requirements.txt\n    ```\n\n3. Run from environment\n    ```python\n    python server.py\n    ```\n##### Outputs\n- Input\n    ![1 input](./outputs/1.png)\n\u003cbr\u003e\n\n- Output\n    ![1 Out](./outputs/1out.png)\n\n- Input\n    ![3 input](./outputs/3.png)\n\u003cbr\u003e\n\n- Output\n    ![3 Out](./outputs/3out.png)\n\n\n* \u003cb\u003eToDo\u003c/b\u003e\n    1. Remove scipy.misc.imresize deprecated warning.\n        (remove this line to view the warning)\n        ```python\n        warnings.filterwarnings(\"ignore\")\n        ```\n    2. Do instant detection of number.\n    3. Create a better GUI.\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fveb-101%2Fmnist-flask_app","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fveb-101%2Fmnist-flask_app","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fveb-101%2Fmnist-flask_app/lists"}