{"adoption": {"forks": 442, "observed_at": "2026-08-28T04:03:40.180479+00:00", "stars": 1123}, "canonical_url": "https://ross.abutalabs.com/products/windows-machine-learning", "card": {"archived": false, "artifact_type": "library", "description": "Samples and Tools for Windows ML.", "domain": ["machine-learning", "deep-learning", "windows", "developer-tools"], "enriched": true, "function": ["machine-learning", "llm-inference", "gpu-computing", "sdk", "developer-tools"], "health_score": 41, "homepage": "https://docs.microsoft.com/en-us/windows/ai/", "language": "C++", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["microsoft/Windows-Machine-Learning"], "name": "microsoft/Windows-Machine-Learning", "platform": ["windows", "cpp", "c", "python"], "pushed_at": "2025-08-07T17:04:54+00:00", "repo": "microsoft/Windows-Machine-Learning", "stars": 1123, "tags": ["onnx", "directml", "winml", "inference", "samples", "nuget", "windows-runtime"], "topics": ["machine-learning", "ai", "ml", "deep-learning", "neural-network", "onnx", "windows", "keras", "tensorflow", "coreml", "scikit-learn", "caffe2", "pytorch", "winmltools"], "urls": [], "use_cases": ["run onnx models on windows with gpu acceleration", "integrate machine learning inference into a windows app", "test onnx model performance on windows hardware", "convert tensorflow or pytorch models for windows ml", "learn windows ml api through samples"], "what_it_is": "Microsoft's Windows Machine Learning samples and tools repository, providing a high-performance ONNX inference API powered by ONNX Runtime and DirectML for Windows apps. It includes model samples, the WinmlRunner tool, and WinML Dashboard, though the legacy Windows.AI.MachineLearning namespace is superseded by the Windows App SDK APIs.", "when_to_avoid": ["you target cross-platform deployment beyond Windows", "you want the newest Windows AI APIs, which live in the Windows App SDK instead", "you need training rather than inference"], "when_to_choose": ["you need low-latency on-device inference in a Windows C++/C# application", "you want DirectML hardware acceleration across CPU, GPU, and NPU", "you need sample code and tooling for the Windows ML API"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/windows-machine-learning", "repo": "microsoft/Windows-Machine-Learning", "role": "main", "score": 39}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:40.180479+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:40:53.171362+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "08fe924462b2c754115a4a9cac543f58c096c13b4da618bdd1fe6550a9bcd001", "fetched_at": "2026-08-28T04:03:40.180479+00:00", "kind": "readme", "missing": false, "url": "https://github.com/microsoft/Windows-Machine-Learning"}, {"content_hash": "5bda90c3b4590e7fc690eb60038a8309d6a7f558509c74f44e9d75869ea7d0ba", "fetched_at": "2026-08-29T12:44:18.627918+00:00", "kind": "homepage", "missing": false, "url": "https://docs.microsoft.com/en-us/windows/ai/"}, {"content_hash": "c363b2f43d4be91beaced618b972c945959097a2bb592305d06d662a06ede3f9", "fetched_at": "2026-08-29T12:44:18.637503+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/lifecycle/faq/internet-explorer-microsoft-edge"}, {"content_hash": "9d06ef5a3275ab06e8ef5d96212e95db20506b544a2365aac79b8521086a5943", "fetched_at": "2026-08-29T12:44:18.639931+00:00", "kind": "site_page", "missing": false, "url": "https://learn.microsoft.com/en-us/windows/ai/faq"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 35, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3107, "days_push": 391, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 39, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}