{"adoption": {"forks": 1832, "observed_at": "2026-08-28T04:08:46.055265+00:00", "stars": 4335}, "canonical_url": "https://ross.abutalabs.com/products/tensorflow-tutorial", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Tensorflow tutorial from basic to hard, 莫烦Python 中文AI教学", "domain": ["deep-learning", "machine-learning", "tutorials", "education"], "enriched": true, "function": ["machine-learning", "deep-learning", "llm-training"], "health_score": 20, "homepage": "https://mofanpy.com/tutorials/machine-learning/tensorflow/", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["MorvanZhou/Tensorflow-Tutorial"], "name": "MorvanZhou/Tensorflow-Tutorial", "platform": ["python", "cross-platform"], "pushed_at": "2020-10-31T02:48:09+00:00", "repo": "MorvanZhou/Tensorflow-Tutorial", "stars": 4335, "tags": ["tensorflow", "neural-networks", "cnn", "rnn", "gan", "reinforcement-learning", "dqn", "autoencoder", "chinese-language", "tutorial-code"], "topics": ["tensorflow", "tensorflow-tutorials", "gan", "generative-adversarial-network", "rnn", "cnn", "classification", "regression", "autoencoder", "deep-q-network", "dqn", "machine-learning", "tutorial", "dropout", "neural-network"], "urls": [], "use_cases": ["learn deep learning basics with tensorflow", "tutorial on building a cnn in tensorflow", "example code for gan and autoencoder", "learn rnn and lstm classification with tensorflow", "understand dqn reinforcement learning implementation", "chinese-language tensorflow course with videos", "learn dropout and batch normalization in neural networks"], "what_it_is": "A collection of TensorFlow tutorial code from MorvanZhou (莫烦Python) covering neural network basics through advanced architectures like CNN, RNN, AutoEncoder, DQN, and GAN, with accompanying Chinese video and text lessons. It targets the legacy TensorFlow 1.x API from 2017 and has been superseded by the author's TensorFlow 2 and PyTorch tutorials.", "when_to_avoid": ["you are starting a new project with TensorFlow 2.x or PyTorch - use the author's updated tutorials instead", "you need current, maintained library code rather than educational examples", "you cannot read Chinese, since all explanations are in Chinese"], "when_to_choose": ["you want beginner-friendly, example-driven deep learning tutorials with Chinese video lessons", "you need simple, self-contained scripts demonstrating CNN, RNN, GAN, or DQN concepts", "you are maintaining or studying legacy TensorFlow 1.x code"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tensorflow-tutorial", "repo": "MorvanZhou/Tensorflow-Tutorial", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:46.055265+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:21:38.290743+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a647559af16d87fd82906133ba020c1eacf2acdfbc1bdcb7ac2be6cd4ef897a1", "fetched_at": "2026-08-28T04:08:46.055265+00:00", "kind": "readme", "missing": false, "url": "https://github.com/MorvanZhou/Tensorflow-Tutorial"}, {"content_hash": "46153ba4acf1cfbda1815207f4ec7d621ce2a77a59dad4cf521cb35b5fc4efc0", "fetched_at": "2026-08-29T09:10:46.850461+00:00", "kind": "homepage", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/"}, {"content_hash": "828465c2b53d7981ee6e5600424d2be164a35e9844dae3984e1156c8153de6e6", "fetched_at": "2026-08-29T09:10:46.859563+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/about"}, {"content_hash": "ae58755c6eab5dc863967543f0f5e0478d9a93ea927caebc42e14b69cab0fb96", "fetched_at": "2026-08-29T09:10:46.861531+00:00", "kind": "site_page", "missing": false, "url": "https://mofanpy.com/tutorials/machine-learning/tensorflow/install"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3402, "days_push": 2132, "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}}