{"adoption": {"forks": 1095, "observed_at": "2026-08-28T04:04:43.127072+00:00", "stars": 1432}, "canonical_url": "https://ross.abutalabs.com/products/mlops-zero-to-hero", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Notes for my MLOps Zero to Hero Udemy course.", "domain": ["machine-learning", "tutorials"], "enriched": true, "function": ["developer-tools"], "health_score": 74, "homepage": null, "language": null, "license": null, "license_family": "other", "maturity": "active", "member_repos": ["iam-veeramalla/mlops-zero-to-hero"], "name": "iam-veeramalla/mlops-zero-to-hero", "platform": ["cross-platform"], "pushed_at": "2026-01-18T02:08:06+00:00", "repo": "iam-veeramalla/mlops-zero-to-hero", "stars": 1432, "tags": ["mlops", "course-notes", "udemy", "education", "devops"], "topics": [], "urls": [], "use_cases": ["learn mlops from scratch", "find notes for an mlops course", "study machine learning operations workflows", "supplement udemy mlops training with written notes", "get started with mlops tooling and practices"], "what_it_is": "A collection of notes accompanying the 'MLOps Zero to Hero' Udemy course by Abhishek Veeramalla. It serves as supplementary written material for learners following the course.", "when_to_avoid": ["you need production-ready MLOps tooling or code", "you want a standalone tutorial that works without the paid course"], "when_to_choose": ["you are enrolled in or following the MLOps Zero to Hero Udemy course", "you want free written notes to learn MLOps fundamentals"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/mlops-zero-to-hero", "repo": "iam-veeramalla/mlops-zero-to-hero", "role": "main", "score": 42}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:43.127072+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:37:01.771781+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "dd8843f0607e285e6d8fe44300e586133339bc3359c0da1ad97ac8c2940e48e6", "fetched_at": "2026-08-28T04:04:43.127072+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iam-veeramalla/mlops-zero-to-hero"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 62, "longevity": 19, "rhythm": 28}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 266, "days_push": 228, "days_rel": 265, "gap_med": null, "n_releases_24m": 1}, "score": 42, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}