{"adoption": {"forks": 186, "observed_at": "2026-08-28T04:04:44.196885+00:00", "stars": 1440}, "canonical_url": "https://ross.abutalabs.com/products/deep-learning-with-cats", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Deep learning with cats (^._.^)", "domain": ["deep-learning", "machine-learning", "image-processing"], "enriched": true, "function": ["deep-learning", "machine-learning", "image-processing"], "health_score": 20, "homepage": null, "language": "Python", "license": "GPL-3.0", "license_family": "copyleft", "maturity": "abandoned", "member_repos": ["AlexiaJM/Deep-learning-with-cats"], "name": "AlexiaJM/Deep-learning-with-cats", "platform": ["python"], "pushed_at": "2020-05-16T11:01:56+00:00", "repo": "AlexiaJM/Deep-learning-with-cats", "stars": 1440, "tags": ["gan", "pytorch", "generative-models", "educational", "cats", "style-transfer", "dcgan", "wgan", "gpu"], "topics": ["deep-learning", "cat", "cuda", "gan", "picture"], "urls": [], "use_cases": ["learn how to implement GANs from scratch", "generate images of cats with DCGAN", "compare WGAN, WGAN-GP, and LSGAN loss functions", "apply neural style transfer to photos", "get started with PyTorch deep learning projects", "experiment with GAN training tricks like noisy labels"], "what_it_is": "A toy educational repository demonstrating how to build deep neural networks, primarily Generative Adversarial Networks (DCGAN, WGAN, WGAN-GP, LSGAN) to generate cat images, plus neural style transfer with CycleGAN and fast neural style. It is written in Python with PyTorch and serves as a learning resource for GAN experimentation.", "when_to_avoid": ["you need production-ready or actively maintained GAN code", "you want the latest GAN features like spectral normalization or relativistic losses", "you need a supported library with releases and bug fixes"], "when_to_choose": ["you want readable, minimal GAN code for learning purposes", "you need simple reference implementations of DCGAN, WGAN, WGAN-GP, or LSGAN in PyTorch", "you want a fun starter project for image generation"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/deep-learning-with-cats", "repo": "AlexiaJM/Deep-learning-with-cats", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:44.196885+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:36:30.218338+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "7e32520e6c3d521d45e6188bfa89978ab4b409337cec1f595ac56c7cd58876d5", "fetched_at": "2026-08-28T04:04:44.196885+00:00", "kind": "readme", "missing": false, "url": "https://github.com/AlexiaJM/Deep-learning-with-cats"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3372, "days_push": 2300, "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}}