{"id":13714401,"url":"https://github.com/MorvanZhou/Tensorflow-Tutorial","last_synced_at":"2025-05-07T01:34:06.132Z","repository":{"id":37405941,"uuid":"90854726","full_name":"MorvanZhou/Tensorflow-Tutorial","owner":"MorvanZhou","description":"Tensorflow tutorial from basic to hard, 莫烦Python 中文AI教学","archived":false,"fork":false,"pushed_at":"2020-10-31T02:48:09.000Z","size":38884,"stargazers_count":4332,"open_issues_count":8,"forks_count":1882,"subscribers_count":258,"default_branch":"master","last_synced_at":"2024-11-11T15:12:01.757Z","etag":null,"topics":["autoencoder","classification","cnn","deep-q-network","dqn","dropout","gan","generative-adversarial-network","machine-learning","neural-network","regression","rnn","tensorflow","tensorflow-tutorials","tutorial"],"latest_commit_sha":null,"homepage":"https://mofanpy.com/tutorials/machine-learning/tensorflow/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MorvanZhou.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2017-05-10T11:02:32.000Z","updated_at":"2024-11-04T00:18:52.000Z","dependencies_parsed_at":"2022-08-22T12:30:32.136Z","dependency_job_id":null,"html_url":"https://github.com/MorvanZhou/Tensorflow-Tutorial","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MorvanZhou%2FTensorflow-Tutorial","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MorvanZhou%2FTensorflow-Tutorial/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MorvanZhou%2FTensorflow-Tutorial/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MorvanZhou%2FTensorflow-Tutorial/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MorvanZhou","download_url":"https://codeload.github.com/MorvanZhou/Tensorflow-Tutorial/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224551263,"owners_count":17330114,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["autoencoder","classification","cnn","deep-q-network","dqn","dropout","gan","generative-adversarial-network","machine-learning","neural-network","regression","rnn","tensorflow","tensorflow-tutorials","tutorial"],"created_at":"2024-08-02T23:01:58.788Z","updated_at":"2024-11-14T01:31:14.925Z","avatar_url":"https://github.com/MorvanZhou.png","language":"Python","readme":"### If you'd like to use **PyTorch**, no worries, I made a new **PyTorch Tutorial** just like Tensorflow. Here is the link: [https://github.com/MorvanZhou/PyTorch-Tutorial](https://github.com/MorvanZhou/PyTorch-Tutorial)\n\n# Tensorflow 2017 Tutorials\n\n**Tensorflow 2+ has been released, [here](https://github.com/MorvanZhou/Tensorflow2-Tutorial) is my quick TF2+ tutorial codes**\n\n\nIn these tutorials, we will build our first Neural Network and try to build some advanced Neural Network architectures developed recent years.\n\nAll methods mentioned below have their video and text tutorial in Chinese. Visit [莫烦 Python](https://mofanpy.com) for more.\n\n\n* Tensorflow basic\n  * [Session](tutorial-contents/201_session.py)\n  * [Placeholder](tutorial-contents/202_placeholder.py)\n  * [Variable](tutorial-contents/203_variable.py)\n  * [Activation](tutorial-contents/204_activation.py)\n* Build your first network\n  * [Regression](tutorial-contents/301_simple_regression.py)\n  * [Classification](tutorial-contents/302_simple_classification.py)\n  * [Save and reload](tutorial-contents/303_save_reload.py)\n  * [Optimizers](tutorial-contents/304_optimizer.py)\n  * [Tensorboard](tutorial-contents/305_tensorboard.py)\n  * [Dataset](tutorial-contents/306_dataset.py)\n* Advanced neural network\n  * [CNN](tutorial-contents/401_CNN.py)\n  * [RNN-Classification](tutorial-contents/402_RNN_classification.py)\n  * [RNN-Regression](tutorial-contents/403_RNN_regression.py)\n  * [AutoEncoder](tutorial-contents/404_AutoEncoder.py)\n  * [DQN Reinforcement Learning](tutorial-contents/405_DQN_reinforcement_learning.py)\n  * [GAN (Generative Adversarial Nets)](tutorial-contents/406_GAN.py) / [Conditional GAN](tutorial-contents/406_conditional_GAN.py)\n  * [Transfer Learning](tutorial-contents/407_transfer_learning.py)\n* Others (WIP)\n  * [Dropout](tutorial-contents/501_dropout.py)\n  * [Batch Normalization](tutorial-contents/502_batch_normalization.py)\n  * [Visualize Gradient Descent](tutorial-contents/503_visualize_gradient_descent.py)\n  * [Distributed training](tutorial-contents/504_distributed_training.py)\n\n### [Regression](tutorial-contents/301_simple_regression.py)\n\n\u003ca href=\"tutorial-contents/301_simple_regression.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/1-1-2.gif\"\u003e\n\u003c/a\u003e\n\n### [Classification](tutorial-contents/302_simple_classification.py)\n\n\u003ca href=\"tutorial-contents/302_simple_classification.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/1-1-3.gif\"\u003e\n\u003c/a\u003e\n\n### [CNN](tutorial-contents/401_CNN.py)\n\u003ca href=\"tutorial-contents/401_CNN.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/4-1-2.gif\" \u003e\n\u003c/a\u003e\n\n### [RNN](tutorial-contents/403_RNN_regression.py)\n\n\u003ca href=\"tutorial-contents/403_RNN_regression.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/4-3-1.gif\" \u003e\n\u003c/a\u003e\n\n### [Autoencoder](tutorial-contents/404_AutoEncoder.py)\n\n\u003ca href=\"tutorial-contents/404_AutoEncoder.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/4-4-1.gif\" \u003e\n\u003c/a\u003e\n\n\u003ca href=\"tutorial-contents/404_AutoEncoder.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/4-4-2.gif\" \u003e\n\u003c/a\u003e\n\n### [GAN (Generative Adversarial Nets)](tutorial-contents/406_GAN.py)\n\u003ca href=\"tutorial-contents/406_GAN.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/4-6-1.gif\" \u003e\n\u003c/a\u003e\n\n### [Dropout](tutorial-contents/501_dropout.py)\n\u003ca href=\"tutorial-contents/501_dropout.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/5-3-1.gif\" \u003e\n\u003c/a\u003e\n\n### [Batch Normalization](tutorial-contents/502_batch_normalization.py)\n\u003ca href=\"tutorial-contents/502_batch_normalization.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/torch/5-4-2.gif\" \u003e\n\u003c/a\u003e\n\n### [Visualize Gradient Descent](tutorial-contents/503_visualize_gradient_descent.py)\n\u003ca href=\"tutorial-contents/503_visualize_gradient_descent.py\"\u003e\n    \u003cimg class=\"course-image\" src=\"https://mofanpy.com/static/results/tensorflow/5_15_01.gif\" \u003e\n\u003c/a\u003e\n\n# Donation\n\n*If this does help you, please consider donating to support me for better tutorials! Any contribution is greatly appreciated!*\n\n\u003cdiv \u003e\n  \u003ca href=\"https://www.paypal.com/cgi-bin/webscr?cmd=_donations\u0026amp;business=morvanzhou%40gmail%2ecom\u0026amp;lc=C2\u0026amp;item_name=MorvanPython\u0026amp;currency_code=AUD\u0026amp;bn=PP%2dDonationsBF%3abtn_donateCC_LG%2egif%3aNonHosted\"\u003e\n    \u003cimg style=\"border-radius: 20px;  box-shadow: 0px 0px 10px 1px  #888888;\"\n         src=\"https://www.paypalobjects.com/webstatic/en_US/i/btn/png/silver-pill-paypal-44px.png\"\n         alt=\"Paypal\"\n         height=\"auto\" \u003e\u003c/a\u003e\n\u003c/div\u003e\n\n\u003cdiv\u003e\n  \u003ca href=\"https://www.patreon.com/morvan\"\u003e\n    \u003cimg src=\"https://mofanpy.com/static/img/support/patreon.jpg\"\n         alt=\"Patreon\"\n         height=120\u003e\n  \u003c/a\u003e\n\u003c/div\u003e","funding_links":["https://www.paypal.com/cgi-bin/webscr?cmd=_donations\u0026amp;business=morvanzhou%40gmail%2ecom\u0026amp;lc=C2\u0026amp;item_name=MorvanPython\u0026amp;currency_code=AUD\u0026amp;bn=PP%2dDonationsBF%3abtn_donateCC_LG%2egif%3aNonHosted","https://www.patreon.com/morvan"],"categories":["Python"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMorvanZhou%2FTensorflow-Tutorial","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FMorvanZhou%2FTensorflow-Tutorial","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FMorvanZhou%2FTensorflow-Tutorial/lists"}