{"id":15158760,"url":"https://github.com/artificialintelligencetoolkit/conx","last_synced_at":"2025-09-30T09:30:43.915Z","repository":{"id":57417574,"uuid":"63017796","full_name":"ArtificialIntelligenceToolkit/conx","owner":"ArtificialIntelligenceToolkit","description":"The On-Ramp to Deep Learning","archived":true,"fork":false,"pushed_at":"2024-02-25T03:13:42.000Z","size":181004,"stargazers_count":96,"open_issues_count":27,"forks_count":19,"subscribers_count":7,"default_branch":"master","last_synced_at":"2025-01-03T06:30:51.637Z","etag":null,"topics":["cntk","deep-learning","keras","neural-network","python","tensorflow","theano"],"latest_commit_sha":null,"homepage":"http://conx.readthedocs.io","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ArtificialIntelligenceToolkit.png","metadata":{"files":{"readme":"README.md","changelog":"Changelog.md","contributing":null,"funding":null,"license":"LICENSE","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":"2016-07-10T20:46:06.000Z","updated_at":"2024-12-31T15:05:48.000Z","dependencies_parsed_at":"2024-06-20T19:13:38.936Z","dependency_job_id":null,"html_url":"https://github.com/ArtificialIntelligenceToolkit/conx","commit_stats":{"total_commits":887,"total_committers":7,"mean_commits":"126.71428571428571","dds":0.07666290868094705,"last_synced_commit":"365f4c3e8712ea455c96eba072058f9d86f40af3"},"previous_names":["calysto/conx"],"tags_count":61,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArtificialIntelligenceToolkit%2Fconx","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArtificialIntelligenceToolkit%2Fconx/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArtificialIntelligenceToolkit%2Fconx/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArtificialIntelligenceToolkit%2Fconx/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ArtificialIntelligenceToolkit","download_url":"https://codeload.github.com/ArtificialIntelligenceToolkit/conx/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":234722055,"owners_count":18876896,"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":["cntk","deep-learning","keras","neural-network","python","tensorflow","theano"],"created_at":"2024-09-26T21:01:04.044Z","updated_at":"2025-09-30T09:30:35.736Z","avatar_url":"https://github.com/ArtificialIntelligenceToolkit.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ConX Neural Networks\n\n## The On-Ramp to Deep Learning\n\nBuilt in Python 3 on Keras 2.\n\n[![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/Calysto/conx/master?filepath=binder%2Findex.ipynb) \n[![CircleCI](https://circleci.com/gh/Calysto/conx/tree/master.svg?style=svg)](https://circleci.com/gh/Calysto/conx/tree/master) \n[![codecov](https://codecov.io/gh/Calysto/conx/branch/master/graph/badge.svg)](https://codecov.io/gh/Calysto/conx) \n[![Documentation Status](https://readthedocs.org/projects/conx/badge/?version=latest)](http://conx.readthedocs.io/en/latest/?badge=latest) \n[![PyPI version](https://badge.fury.io/py/conx.svg)](https://badge.fury.io/py/conx)\n[![PyPI downloads](https://img.shields.io/pypi/dm/conx.svg)](https://pypistats.org/packages/conx)\n\nRead the documentation at [conx.readthedocs.io](http://conx.readthedocs.io/)\n\nAsk questions on the mailing list: [conx-users](https://groups.google.com/forum/#!forum/conx-users)\n\nImplements Deep Learning neural network algorithms using a simple interface with easy visualizations and useful analytics. Built on top of Keras, which can use either [TensorFlow](https://www.tensorflow.org/), [Theano](http://www.deeplearning.net/software/theano/), or [CNTK](https://www.cntk.ai/pythondocs/).\n\nA network can be specified to the constructor by providing sizes. For example, Network(\"XOR\", 2, 5, 1) specifies a network named \"XOR\" with a 2-node input layer, 5-unit hidden layer, and a 1-unit output layer. However, any complex network can be constructed using the `net.connect()` method.\n\nComputing XOR via a target function:\n\n```python\nimport conx as cx\n\ndataset = [[[0, 0], [0]],\n           [[0, 1], [1]],\n           [[1, 0], [1]],\n           [[1, 1], [0]]]\n\nnet = cx.Network(\"XOR\", 2, 5, 1, activation=\"sigmoid\")\nnet.dataset.load(dataset)\nnet.compile(error='mean_squared_error',\n            optimizer=\"sgd\", lr=0.3, momentum=0.9)\nnet.train(2000, report_rate=10, accuracy=1.0)\nnet.test(show=True)\n```\n\nCreates dynamic, rendered visualizations like this:\n\n\u003cimg src=\"https://raw.githubusercontent.com/Calysto/conx-notebooks/master/network.png\" width=\"500\"\u003e\u003c/img\u003e\n\n## Examples\n\nSee [conx-notebooks](https://github.com/Calysto/conx-notebooks/blob/master/00_Index.ipynb) and the [documentation](http://conx.readthedocs.io/en/latest/) for additional examples.\n\n## Installation\n\nSee [How To Run Conx](https://github.com/Calysto/conx-notebooks/tree/master/HowToRun#how-to-run-conx)\nto see options on running virtual machines, in the cloud, and personal\ninstallation.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fartificialintelligencetoolkit%2Fconx","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fartificialintelligencetoolkit%2Fconx","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fartificialintelligencetoolkit%2Fconx/lists"}