{"id":19412724,"url":"https://github.com/tensorlayer/chinese-book","last_synced_at":"2025-04-24T11:31:29.516Z","repository":{"id":93136160,"uuid":"115481378","full_name":"tensorlayer/chinese-book","owner":"tensorlayer","description":"《深度学习：一起玩转TensorLayer》资源分享、讨论","archived":false,"fork":false,"pushed_at":"2018-02-22T15:48:40.000Z","size":1919,"stargazers_count":138,"open_issues_count":12,"forks_count":47,"subscribers_count":10,"default_branch":"master","last_synced_at":"2025-04-03T04:12:43.192Z","etag":null,"topics":["deep-learning","tensorflow","tensorlayer"],"latest_commit_sha":null,"homepage":"","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tensorlayer.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,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-12-27T04:28:34.000Z","updated_at":"2025-02-21T22:36:19.000Z","dependencies_parsed_at":"2023-03-12T11:01:15.574Z","dependency_job_id":null,"html_url":"https://github.com/tensorlayer/chinese-book","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/tensorlayer%2Fchinese-book","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorlayer%2Fchinese-book/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorlayer%2Fchinese-book/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorlayer%2Fchinese-book/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tensorlayer","download_url":"https://codeload.github.com/tensorlayer/chinese-book/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":250618227,"owners_count":21460047,"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":["deep-learning","tensorflow","tensorlayer"],"created_at":"2024-11-10T12:27:57.628Z","updated_at":"2025-04-24T11:31:29.486Z","avatar_url":"https://github.com/tensorlayer.png","language":null,"readme":"# 《深度学习：一起玩转TensorLayer》资源链接\n\n\u003ca href=\"http://www.broadview.com.cn/book/5059\"\u003e\n\u003cdiv align=\"center\"\u003e\n\t\u003cimg src=\"images/tl_book_cover.jpeg\" width=\"50%\" height=\"40%\"/\u003e\n\u003c/div\u003e\n\u003c/a\u003e\n\n欢迎补充，感谢！我们也希望更多新的作者加入，请加入[微信群](https://github.com/shorxp/tensorlayer-chinese/blob/master/docs/wechat_group.md)讨论\n\n# 网站资源\n\n* [TensorFlow文档](https://www.tensorflow.org)\n* [TensorFlow教程](https://www.tensorflow.org/tutorials/)\n* [TensorFlow中文文档 - 极客学院](http://wiki.jikexueyuan.com/project/tensorflow-zh/)\n* [TensorLayer英文文档](http://tensorlayer.readthedocs.io/en/latest/)\n* [TensorLayer中文文档](http://tensorlayercn.readthedocs.io/zh/latest/)\n* [TensorLayer教学例子](https://github.com/zsdonghao/tensorlayer/tree/master/example)\n* [TensorLayer深度学习教程](http://tensorlayer.readthedocs.io/en/latest/user/tutorial.html)\n* [TensorLayer深度学习教程（中文）](http://tensorlayercn.readthedocs.io/zh/latest/user/tutorial.html)\n* [TensorLayer Github](https://github.com/zsdonghao/tensorlayer)\n* [《深度学习》网页版 - Goodfellow](http://www.deeplearningbook.org)\n* [《深度学习》pdf版 - Goodfellow](https://github.com/zsdonghao/deep-learning-book)\n* [Karpathy's Blog](http://karpathy.github.io)\n* [Colah's Blog](http://colah.github.io)\n* [Wildml](http://www.wildml.com)\n* [arXiv](http://arxiv.org)\n* [arXiv-sanity](http://www.arxiv-sanity.com)\n* [Google Scholar](https://scholar.google.co.uk)\n* [TensorLayer使用小技巧－Wagamamaz](https://github.com/wagamamaz/tensorlayer-tricks)\n* [GAN Hanks](https://github.com/soumith/ganhacks)\n* [斯坦福 CS231N 深度学习框架对比](http://cs231n.stanford.edu/slides/2017/cs231n_2017_lecture8.pdf)\n* [TensorFlow 框架对比](http://blog.mdda.net/ai/2016/12/10/layers-on-top-of-tensorflow-review)\n\n# 随书资源与引用链接\n\n* [资源下载](http://www.broadview.com.cn/book/5059)\n\n### 第二章\n* [代码－实现手写数字分类](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_mnist_simple.py)\n* [代码－通过`all_drop`启动与关闭 Dropout](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_mlp_dropout1.py)\n* [代码－通过参数共享实现训练测试切换](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_mlp_dropout2.py)\n* [Neural Networks, Manifolds, and Topology - Colah's Blog](http://colah.github.io/posts/2014-03-NN-Manifolds-Topology/)\n* [深度学习中的正则化方法－小毛驴](http://xudongyang.coding.me/regularization-in-deep-learning/)\n\n### 第三章\n* [代码－MNIST](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_mnist.py)\n* [Deep Learning, NLP, and Representations - Colah's Blog](http://colah.github.io/posts/2014-07-NLP-RNNs-Representations)\n\n### 第四章\n* [代码－MNIST](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_mnist.py)\n* [代码－CIFAR10－`tl.prepro`做数据增强](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_cifar10.py)\n* [代码－CIFAR10－TFRecord做数据增强](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_cifar10_tfrecord.py)\n* [代码－CIFAR10－TFRecord做数据增强（TensorFlow官方）](https://www.tensorflow.org/tutorials/deep_cnn)\n\n### 第五章\n* [代码－Word2vec](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_word2vec_basic.py)\n* [代码－重载预训练矩阵](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_generate_text.py)\n* [Word2vec Parameter Learning Explained - Xin Rong](https://arxiv.org/abs/1411.2738)\n\n### 第六章\n* [代码－实现生成句子](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_generate_text.py)\n* [特朗普演讲数据](https://github.com/zsdonghao/tensorlayer/tree/master/example/data/trump)\n* [Recurrent neural network - Wikipedia](https://en.wikipedia.org/wiki/Recurrent_neural_network)\n\n### 第七章\n* [代码－乒乓球](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_atari_pong.py)\n* [Deep Reinforcement Learning: Pong from Pixels - Karpathy's Blog](http://karpathy.github.io/2016/05/31/rl/)\n* [OpenAI Gym](https://gym.openai.com/)\n\n### 第八章\n* [代码－DCGAN实现人脸生成](https://github.com/zsdonghao/dcgan)\n\n### 第九章\n* [代码－与其它框架对接](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_keras.py)\n* [TensorLayer使用小技巧－Wagamamaz](https://github.com/wagamamaz/tensorlayer-tricks)\n* [安装NLTK](http://www.nltk.org/install.html)\n* [安装NLTK data](http://www.nltk.org/data.html)\n* [Jieba分词](https://github.com/fxsjy/jieba)\n\n\n### 第十章：实例一\n* [代码－VGG16](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_vgg16.py)\n* [代码－VGG19](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_vgg19.py)\n* [代码－Inception V3 与TF-Slim结合](https://github.com/zsdonghao/tensorlayer/blob/master/example/tutorial_inceptionV3_tfslim.py)\n* [多伦多大学VGG16下载](http://www.cs.toronto.edu/~frossard/post/vgg16)\n* [测试图片下载（data文件夹）](https://github.com/zsdonghao/tensorlayer/tree/master/example/data)\n* [TF-Slim预训练模型](https://github.com/tensorflow/models/tree/master/research/slim)\n\n### 第十一章：实例二\n* [代码－U-Net脑肿瘤分割](https://github.com/zsdonghao/u-net-brain-tumor)\n* [Pascal VOC数据集](http://host.robots.ox.ac.uk/pascal/VOC)\n* [从特斯拉到计算机视觉之「图像语义分割」－ 魏秀参](https://zhuanlan.zhihu.com/p/21824299)\n\n\n### 第十二章：实例三\n* [代码－GAN-CLS](https://github.com/zsdonghao/text-to-image)\n* [牛津花朵数据集](http://www.robots.ox.ac.uk/~vgg/data/flowers/)\n\n### 第十三章：实例四\n* [代码－SRGAN](https://github.com/zsdonghao/SRGAN)\n* [Deconvolution and Checkerboard Artifacts - Augustus Odena et al](http://distill.pub/2016/deconv-checkerboard/)\n* [DIV2K数据集](http://www.vision.ee.ethz.ch/ntire17)\n* [DIV2K上训练的模型](https://github.com/tensorlayer/srgan/releases/tag/1.2.0)\n\n### 第十四章：实例五\n* [代码－文本反垃圾](https://github.com/pakrchen/text-antispam)\n* [Bazel安装](https://docs.bazel.build/versions/master/install-compile-source.html)\n* [TensorFlow Serving](https://github.com/tensorflow/serving)\n\n### 更多实例\n* [Github Topic](https://github.com/topics/tensorlayer)\n* [TensorLayer Example](http://tensorlayer.readthedocs.io/en/latest/user/example.html)\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorlayer%2Fchinese-book","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftensorlayer%2Fchinese-book","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorlayer%2Fchinese-book/lists"}