{"id":32639957,"url":"https://github.com/slipnitskaya/deep-learning-tensorflow-ud730","last_synced_at":"2026-05-07T09:33:19.066Z","repository":{"id":181706408,"uuid":"300919535","full_name":"slipnitskaya/deep-learning-tensorflow-ud730","owner":"slipnitskaya","description":"Deep learning with TensorFlow. - Udacity course (2020).","archived":false,"fork":false,"pushed_at":"2021-01-08T13:44:35.000Z","size":273,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-10-31T02:26:12.522Z","etag":null,"topics":["course","coursework","deep-learning","python","tensorflow"],"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/slipnitskaya.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}},"created_at":"2020-10-03T15:59:44.000Z","updated_at":"2021-01-08T13:44:37.000Z","dependencies_parsed_at":"2023-07-16T23:34:55.261Z","dependency_job_id":null,"html_url":"https://github.com/slipnitskaya/deep-learning-tensorflow-ud730","commit_stats":null,"previous_names":["slipnitskaya/deep-learning-tensorflow-ud730"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/slipnitskaya/deep-learning-tensorflow-ud730","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slipnitskaya%2Fdeep-learning-tensorflow-ud730","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slipnitskaya%2Fdeep-learning-tensorflow-ud730/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slipnitskaya%2Fdeep-learning-tensorflow-ud730/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slipnitskaya%2Fdeep-learning-tensorflow-ud730/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/slipnitskaya","download_url":"https://codeload.github.com/slipnitskaya/deep-learning-tensorflow-ud730/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/slipnitskaya%2Fdeep-learning-tensorflow-ud730/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32731439,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-07T02:14:30.463Z","status":"ssl_error","status_checked_at":"2026-05-07T02:14:29.405Z","response_time":62,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 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":["course","coursework","deep-learning","python","tensorflow"],"created_at":"2025-10-31T02:16:38.345Z","updated_at":"2026-05-07T09:33:19.061Z","avatar_url":"https://github.com/slipnitskaya.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Deep learning with TensorFlow Course\n\n\n### Project goal\nThis repository contains materials for the Udacity's Deep Learning [course](https://classroom.udacity.com/courses/ud730) written using the TensorFlow framework.\nThe following notebook collection demonstrates basics of deep learning applied to the classification task on the [notMNIST](http://yaroslavvb.blogspot.com/2011/09/notmnist-dataset.html) dataset.\n\n### Structure\n\n1. Exploring notMNIST using Machine learning ([notebook](https://github.com/slipnitskaya/deep-learning-tensorflow-ud730/blob/main/1_notmnist.ipynb)).\n2. Fully Connected Deep Neural Networks ([notebook](https://github.com/slipnitskaya/deep-learning-tensorflow-ud730/blob/main/2_fullyconnected.ipynb)).\n2. Regularization Techniques in Deep Learning ([notebook](https://github.com/slipnitskaya/deep-learning-tensorflow-ud730/blob/main/3_regularization.ipynb)).\n4. Convolutional Neural Networks ([notebook](https://github.com/slipnitskaya/deep-learning-tensorflow-ud730/blob/main/4_convolutions.ipynb)).\n\n###Libraries\nPackages needed to be installed in order to reproduce the code are `six`, `numpy`, `ipython`, `imageio`, `pandas`, `tensorflow`, `scikit-learn`, and `matplotlib`. 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