{"adoption": {"forks": 2254, "observed_at": "2026-08-28T04:08:27.685401+00:00", "stars": 3867}, "canonical_url": "https://ross.abutalabs.com/products/deeplearntoolbox", "card": {"archived": false, "artifact_type": "library", "description": "Matlab/Octave toolbox for deep learning. Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started.", "domain": ["machine-learning", "deep-learning"], "enriched": true, "function": ["machine-learning", "deep-learning"], "health_score": 20, "homepage": null, "language": "MATLAB", "license": "BSD-2-Clause", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["rasmusbergpalm/DeepLearnToolbox"], "name": "rasmusbergpalm/DeepLearnToolbox", "platform": [], "pushed_at": "2018-10-13T18:08:01+00:00", "repo": "rasmusbergpalm/DeepLearnToolbox", "stars": 3867, "tags": ["matlab", "octave", "neural-networks", "deprecated", "dbn", "autoencoder", "cnn"], "topics": [], "urls": [], "use_cases": ["train a deep belief network in matlab", "implement a convolutional neural network in octave", "learn how stacked autoencoders work with example code", "visualize RBM weights on MNIST", "study classic deep learning algorithm implementations", "initialize a neural network from DBN pretraining"], "what_it_is": "A Matlab/Octave toolbox implementing classic deep learning models including Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders, and vanilla feedforward neural networks. It is explicitly deprecated and no longer maintained, with the author recommending modern frameworks like TensorFlow instead.", "when_to_avoid": ["you want to build or deploy real deep learning models - use TensorFlow, PyTorch, or similar maintained frameworks", "you need GPU acceleration, modern architectures, or ongoing support"], "when_to_choose": ["you must work in Matlab/Octave and need simple reference implementations of DBNs, autoencoders, or CNNs", "you are studying or teaching how classic deep learning algorithms are implemented from scratch"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/deeplearntoolbox", "repo": "rasmusbergpalm/DeepLearnToolbox", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:27.685401+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:25:50.840291+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "032bfeca77b1e57b648bbb3ed02366dadaaabb9f91d6c10cfe8d40cf7daf6a49", "fetched_at": "2026-08-28T04:08:27.685401+00:00", "kind": "readme", "missing": false, "url": "https://github.com/rasmusbergpalm/DeepLearnToolbox"}], "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": 5424, "days_push": 2881, "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}}