{"adoption": {"forks": 4394, "observed_at": "2026-08-28T04:08:33.894164+00:00", "stars": 4053}, "canonical_url": "https://ross.abutalabs.com/products/deep-learning", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Repo for the Deep Learning Nanodegree Foundations program.", "domain": ["deep-learning", "machine-learning", "tutorials", "artificial-intelligence"], "enriched": true, "function": ["deep-learning", "machine-learning", "nlp", "computer-vision"], "health_score": 20, "homepage": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101", "language": "Jupyter Notebook", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["udacity/deep-learning"], "name": "udacity/deep-learning", "platform": ["python", "cross-platform"], "pushed_at": "2023-10-02T05:52:48+00:00", "repo": "udacity/deep-learning", "stars": 4053, "tags": ["jupyter-notebooks", "udacity", "nanodegree", "tensorflow", "pytorch", "tutorials", "gan", "rnn", "cnn", "reinforcement-learning"], "topics": [], "urls": [], "use_cases": ["learn deep learning from scratch with hands-on notebooks", "implement a sentiment analysis RNN", "understand word2vec embeddings", "build a GAN for image generation", "practice Q-learning reinforcement learning", "learn weight initialization and batch normalization", "study transfer learning with VGGnet"], "what_it_is": "A collection of Jupyter Notebook tutorials and projects from Udacity's Deep Learning Nanodegree Foundations program. It covers implementing neural network models such as CNNs, RNNs, GANs, autoencoders, and reinforcement learning agents using TensorFlow and NumPy.", "when_to_avoid": ["you need production-ready deep learning libraries or frameworks", "you want up-to-date course content, since notebooks use older TensorFlow 1.x APIs", "you need expert project reviews, which require enrolling in the paid Nanodegree"], "when_to_choose": ["you want free, self-paced tutorial notebooks for deep learning fundamentals", "you learn best by implementing models from scratch in Python", "you want example projects like sentiment analysis or image classifiers"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/deep-learning", "repo": "udacity/deep-learning", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:33.894164+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:23:39.117189+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2f89523d4ea217ee7ae402b887b9ce33ee69764b03c03ce129a59507acda1bb", "fetched_at": "2026-08-28T04:08:33.894164+00:00", "kind": "readme", "missing": false, "url": "https://github.com/udacity/deep-learning"}, {"content_hash": "34893272667e0718dc2219b9a2f4c9dd447e38757ea6cd58135c1f52f6356688", "fetched_at": "2026-08-29T09:15:59.730113+00:00", "kind": "homepage", "missing": false, "url": "https://www.udacity.com/course/deep-learning-nanodegree-foundation--nd101"}, {"content_hash": "ad3c068dec64e8db01b85471bae48fadeadb45ff8a8e1df64f9c3dbc7ab6f352", "fetched_at": "2026-08-29T09:15:59.740307+00:00", "kind": "site_page", "missing": false, "url": "https://www.udacity.com/about-us"}, {"content_hash": "eb0c6a6cb2901cd0e4c69ebfe8ab7465803d2d0f9d289a2031e41b5b906c6eda", "fetched_at": "2026-08-29T09:15:59.742126+00:00", "kind": "site_page", "missing": false, "url": "https://support.udacity.com/hc/en-us"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3519, "days_push": 1066, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}