{"id":13435178,"url":"https://github.com/hellocybernetics/TensorFlow2.0_Eager_Execution_Tutorials","last_synced_at":"2025-03-18T02:31:08.655Z","repository":{"id":220100703,"uuid":"159906143","full_name":"hellocybernetics/TensorFlow2.0_Eager_Execution_Tutorials","owner":"hellocybernetics","description":"Tutorials of TensorFlow eager execution","archived":false,"fork":false,"pushed_at":"2019-12-01T10:36:46.000Z","size":18402,"stargazers_count":31,"open_issues_count":1,"forks_count":13,"subscribers_count":2,"default_branch":"master","last_synced_at":"2024-10-27T17:25:47.769Z","etag":null,"topics":["deep-learning","eager-execution","machine-learning","tensorflow","tutorial"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/hellocybernetics.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":"2018-12-01T03:44:32.000Z","updated_at":"2024-08-19T09:47:57.000Z","dependencies_parsed_at":null,"dependency_job_id":"eb3d825f-95aa-410a-95ed-7a82b705dcec","html_url":"https://github.com/hellocybernetics/TensorFlow2.0_Eager_Execution_Tutorials","commit_stats":null,"previous_names":["hellocybernetics/tensorflow2.0_eager_execution_tutorials"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hellocybernetics%2FTensorFlow2.0_Eager_Execution_Tutorials","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hellocybernetics%2FTensorFlow2.0_Eager_Execution_Tutorials/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hellocybernetics%2FTensorFlow2.0_Eager_Execution_Tutorials/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/hellocybernetics%2FTensorFlow2.0_Eager_Execution_Tutorials/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/hellocybernetics","download_url":"https://codeload.github.com/hellocybernetics/TensorFlow2.0_Eager_Execution_Tutorials/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244143952,"owners_count":20405304,"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","eager-execution","machine-learning","tensorflow","tutorial"],"created_at":"2024-07-31T03:00:33.512Z","updated_at":"2025-03-18T02:31:08.178Z","avatar_url":"https://github.com/hellocybernetics.png","language":"Jupyter Notebook","readme":"# TensorFlow2.0_Eager_Execution_Tutorials\n\nThis repository provides tutorial code of TensorFlow2.0 . This tutorials refer to the PyTorch tutorials \n\nhttps://github.com/yunjey/pytorch-tutorial\n\n\n\n## Table of Contents\n### 0. Low Level\n* [Using_tf.Variable](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/00_lowlevel/LinearModel_using_tf_Variable.ipynb)\n* [TF_Eager Basics](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/01_basics/TF_eager_basics.ipynb) \n* [eager_vs_graph](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/00_lowlevel/eager_vs_graph.ipynb)\n\n### 1. Basics\n* [KerasAPI Sequential_and_Model](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/01_basics/Sequential_and_Model.ipynb)\n* [Linear Regression](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/01_basics/linear_regression.ipynb)\n* [Logistic Regression](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/01_basics/logistic_regression.ipynb)\n* [Feedforward Neural Network](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/01_basics/feed_forward_neural_network.ipynb)\n\n### 2. Intermediate\n* [Convolutional Neural Network](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/02_intermediate/Convolutinal_Neural_Network.ipynb)\n* [Convolutional Neural Network using Keras API](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/02_intermediate/Convolutinal_Neural_Network_using_KerasAPI.ipynb)\n* [Deep Residual Network](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/02_intermediate/residual_network.ipynb)\n* [Deep Residual Network using Keras API](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/02_interimediate/residual_network.ipynb)\n* [Recurrent Neural Network using Keras API](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/02_intermediate/Recurrent_Neural_Network.ipynb)\n* [Bidirectional Recurrent Neural Network using Keras API](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/02_intermediate/Bidrectional_Recurrent_Neural_Network.ipynb)\n* Language Model (RNN-LM)\n\n### 3. Advanced\n* [Generative Adversarial Network](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/03_advanced/Generative_Adversarial_Network.ipynb)\n* [Variational Auto-Encoder](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/03_advanced/Variational_Auto_Encoder.ipynb)\n* [Graph Convolution](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/03_advanced/graph_convnet.ipynb)\n* Neural Style Transfer\n* Image Captioning (CNN-RNN)\n\n### 4. Probability\n* [MCMC Regression with JointDistribution](https://github.com/hellocybernetics/TensorFlow2.0_Eager_Execution_Tutorials/blob/master/tutorials/04_probability/Regiression_with_tfd.JointDistributionCoroutine.ipynb)\n* [Variational Regression with JointDistribution](https://github.com/hellocybernetics/TensorFlow2.0_Eager_Execution_Tutorials/blob/master/tutorials/04_probability/VariationalRegression_JointDistribution.ipynb)\n* [basic modeling with tfp.layers](https://github.com/hellocybernetics/TensorFlow2.0_Eager_Execution_Tutorials/blob/master/tutorials/04_probability/probabilistic_model_by_tfp_layers.ipynb)\n\n### X. Others\n* [Hyper Parameter Optmization](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/99_others/hyper_parameter_optimization_using_optuna.ipynb)\n* [eager vs pytorch speed](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/99_others/Eager_vs_PyTorch_speed.ipynb)\n* [learning discontinuity](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/99_others/learninig_discontinuity.ipynb)\n* [dropout bayes neural network](https://github.com/hellocybernetics/TensorFlow_Eager_Execution_Tutorials/blob/master/tutorials/99_others/dropout_bayes.ipynb)\n\n## Dependencies\nMy environment is Google Colab or\n\nPython 3.7\n\nTensorFlow 2.0\nTensorFlow Probability 0.9.0 (nightly)\n\n","funding_links":[],"categories":["Tutorials \u003ca name=\"GitHub-tutorials\" /\u003e 📕 📘 📗 📓"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhellocybernetics%2FTensorFlow2.0_Eager_Execution_Tutorials","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhellocybernetics%2FTensorFlow2.0_Eager_Execution_Tutorials","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhellocybernetics%2FTensorFlow2.0_Eager_Execution_Tutorials/lists"}