{"adoption": {"forks": 640, "observed_at": "2026-08-28T04:09:00.318334+00:00", "stars": 4814}, "canonical_url": "https://ross.abutalabs.com/products/deeplearningproject", "card": {"archived": false, "artifact_type": "learning-resource", "description": "An in-depth machine learning tutorial introducing readers to a whole machine learning pipeline from scratch.", "domain": ["machine-learning", "deep-learning", "data-science", "tutorials"], "enriched": true, "function": ["machine-learning", "deep-learning", "data-science"], "health_score": 20, "homepage": "https://spandan-madan.github.io/DeepLearningProject/", "language": "HTML", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["Spandan-Madan/DeepLearningProject"], "name": "Spandan-Madan/DeepLearningProject", "platform": ["python", "cross-platform"], "pushed_at": "2023-01-15T06:31:21+00:00", "repo": "Spandan-Madan/DeepLearningProject", "stars": 4814, "tags": ["tutorial", "jupyter-notebook", "pytorch", "tensorflow", "machine-learning-pipeline", "harvard", "educational"], "topics": ["machine-learning", "deep-learning", "neural-networks", "tutorial"], "urls": [], "use_cases": ["learn the full machine learning pipeline from scratch", "understand how to build your own dataset instead of using MNIST", "compare conventional ML vs deep learning approaches", "learn deep learning with PyTorch through a worked example", "find a weekend-length ML tutorial beyond quick syntax intros", "study model evaluation and implementation decisions in ML"], "what_it_is": "An in-depth end-to-end tutorial of a machine learning pipeline, originally built for a Harvard data science class, covering dataset creation, conventional ML, and deep learning. It is available as an HTML page and Jupyter notebooks, with both TensorFlow/Keras and PyTorch versions.", "when_to_avoid": ["you need a quick 30-minute introduction to neural networks", "you need production-ready or maintained ML code", "you require support for modern Python versions, as the original targets Python 2.7", "you want cutting-edge deep learning techniques"], "when_to_choose": ["you want a comprehensive, end-to-end walkthrough of a real ML pipeline", "you are a student or practitioner moving beyond toy MNIST tutorials", "you want to learn how to create and use your own dataset", "you prefer learning via Jupyter notebooks with runnable code"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/deeplearningproject", "repo": "Spandan-Madan/DeepLearningProject", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:00.318334+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:18:34.794894+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "380372b6b52b7e9acc41505f193ee26035eafe6049b66c1845381e24db5134b4", "fetched_at": "2026-08-28T04:09:00.318334+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Spandan-Madan/DeepLearningProject"}, {"content_hash": "646ed0238c957216bc7230f69dec91b1188464d68d1b5318c188a240425c7aeb", "fetched_at": "2026-08-29T09:01:30.965241+00:00", "kind": "homepage", "missing": false, "url": "https://spandan-madan.github.io/DeepLearningProject/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3339, "days_push": 1326, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}