{"adoption": {"forks": 149, "observed_at": "2026-08-28T04:04:41.860483+00:00", "stars": 1427}, "canonical_url": "https://ross.abutalabs.com/products/ios_ml", "card": {"archived": false, "artifact_type": "learning-resource", "description": "List of Machine Learning, AI, NLP solutions for iOS. The most recent version of this article can be found on my blog.", "domain": ["machine-learning", "artificial-intelligence", "computer-vision", "mobile-development", "awesome-lists"], "enriched": true, "function": ["machine-learning", "deep-learning", "nlp", "computer-vision", "speech-recognition", "ocr", "gpu-computing"], "health_score": 20, "homepage": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html", "language": null, "license": null, "license_family": "other", "maturity": "abandoned", "member_repos": ["alexsosn/iOS_ML"], "name": "alexsosn/iOS_ML", "platform": [], "pushed_at": "2018-07-30T19:55:52+00:00", "repo": "alexsosn/iOS_ML", "stars": 1427, "tags": ["awesome-list", "core-ml", "on-device-ml", "curated-list", "objective-c", "neural-networks", "natural-language-processing", "ios", "mobile", "swift"], "topics": ["machine-learning", "deep-learning", "natural-language-processing", "computer-vision", "swift", "neural-network", "artificial-intelligence", "speech-recognition", "awesome-list", "gpgpu"], "urls": [], "use_cases": ["find machine learning libraries for an iOS app", "discover Core ML model converters for TensorFlow or Keras", "locate NLP or speech recognition tools that run on iPhone", "find computer vision libraries compatible with Swift or Objective-C", "learn on-device ML for iOS development", "find pre-trained neural networks for Core ML"], "what_it_is": "A curated awesome-list of machine learning, deep learning, NLP, computer vision, and speech resources for iOS developers, focusing on libraries usable from Swift, Objective-C, C/C++. It also covers Core ML converters, web APIs, blogs, books, and learning materials.", "when_to_avoid": ["you need up-to-date resources - the list was last updated in January 2018", "you are targeting Android or cross-platform ML deployment", "you need actively maintained tooling rather than a reference list"], "when_to_choose": ["you are an iOS developer looking for ML/AI libraries that work on Apple platforms", "you need a starting point to survey the iOS ML ecosystem", "you want links to Core ML converters, blogs, and learning resources"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/ios_ml", "repo": "alexsosn/iOS_ML", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:41.860483+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:37:21.224493+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "97870211cad2f499f72d08512a0953113cb43c3c852363e11f86d7cf88b3d51b", "fetched_at": "2026-08-28T04:04:41.860483+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexsosn/iOS_ML"}, {"content_hash": "dee449b57712dd4c3f0753f9cc3e65b95542019c2da4d15ad2a32c7537cebef7", "fetched_at": "2026-08-29T11:49:20.270371+00:00", "kind": "homepage", "missing": false, "url": "https://alexsosn.github.io/ml/2015/11/05/iOS-ML.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 4033, "days_push": 2956, "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}}