{"id":17352571,"url":"https://github.com/lucko515/fully-connected-highway-network","last_synced_at":"2026-05-06T07:34:09.529Z","repository":{"id":104742463,"uuid":"98809678","full_name":"lucko515/fully-connected-highway-network","owner":"lucko515","description":"The imeplementation of Fully Connected Highway network using TensorFlow. The imeplementation is based on  this paper:  https://arxiv.org/pdf/1505.00387.pdf ","archived":false,"fork":false,"pushed_at":"2017-07-30T16:19:03.000Z","size":8,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-02-01T17:24:03.192Z","etag":null,"topics":["highway-fcn","highway-network","machine-learning","mnist-dataset","neural-network","tensorflow"],"latest_commit_sha":null,"homepage":null,"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/lucko515.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":"2017-07-30T16:17:06.000Z","updated_at":"2022-03-03T07:27:02.000Z","dependencies_parsed_at":null,"dependency_job_id":"3ae66967-8762-42fd-8b36-85756c2d0465","html_url":"https://github.com/lucko515/fully-connected-highway-network","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/lucko515%2Ffully-connected-highway-network","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucko515%2Ffully-connected-highway-network/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucko515%2Ffully-connected-highway-network/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/lucko515%2Ffully-connected-highway-network/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/lucko515","download_url":"https://codeload.github.com/lucko515/fully-connected-highway-network/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245850257,"owners_count":20682636,"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":["highway-fcn","highway-network","machine-learning","mnist-dataset","neural-network","tensorflow"],"created_at":"2024-10-15T17:14:04.326Z","updated_at":"2026-05-06T07:34:09.491Z","avatar_url":"https://github.com/lucko515.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Fully Connected Highway network - Tensorflow\n\nThe implementation of this network is based on the [Highway networks paper](https://arxiv.org/pdf/1505.00387.pdf).\n\nThe Highway Network introduces 2 gates in the normal network layer. One gate is called \"Transform\" gate. The Transform gate is there to control how much information is going to put through from the activation of that layer. Second gate is called the \"Carry\" gate. It is just *1 - Transform gate*. The Carry gate controls how much of UNMODIFIED informations we pass through the network.\n\nBy combining these two gates with normal formula for the layer **f(xW + b)** we get the next formula:\n\n![](formula_highway_layer.png)\n\n## Install\n\n### \u0026nbsp;\u0026nbsp;\u0026nbsp; Python version\n\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;\u0026nbsp;- Python version used in this project: 3.5+\n\n### \u0026nbsp;\u0026nbsp;\u0026nbsp; Dependencies\n\n\u003e *  [TensorFlow](http://tensorflow.org) 1.2.0\n\u003e *  [Numpy](http://www.numpy.org) 1.10.4\n\u003e *  [Time]()\n\n### Code\n\nThe code for this project is inside **fc_highway_network.ipynb**.\n\n### How to run\n\nTo run this project execute one of these two lines in your terminal/cmd:\n\n`ipython notebook fc_highway_network.ipynb`\n\nor\n\n`jupyter notebook fc_highway_network.ipynb`\n\n\n### Read more about Highway network\n\n[Highway networks paper](https://arxiv.org/pdf/1505.00387.pdf)\n\n[HIGHWAY AND RESIDUAL NETWORKS LEARN\nUNROLLED ITERATIVE ESTIMATION](https://arxiv.org/pdf/1612.07771.pdf)\n## License\n\nMIT License\n\nCopyright (c) 2017 Luka Anicin\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucko515%2Ffully-connected-highway-network","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Flucko515%2Ffully-connected-highway-network","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Flucko515%2Ffully-connected-highway-network/lists"}