{"id":22799708,"url":"https://github.com/git-vish/soft-computing-lab","last_synced_at":"2025-10-09T00:48:56.519Z","repository":{"id":255913835,"uuid":"248714712","full_name":"git-vish/Soft-Computing-Lab","owner":"git-vish","description":"Final Year Computer Science Soft Computing Lab programs in Python","archived":false,"fork":false,"pushed_at":"2020-06-13T08:20:38.000Z","size":80,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":0,"default_branch":"master","last_synced_at":"2025-02-05T21:53:26.411Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Python","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/git-vish.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":"2020-03-20T09:20:31.000Z","updated_at":"2024-10-19T20:43:07.000Z","dependencies_parsed_at":"2024-09-07T20:42:17.535Z","dependency_job_id":"af9869cc-f350-4440-a405-d07f70c170be","html_url":"https://github.com/git-vish/Soft-Computing-Lab","commit_stats":null,"previous_names":["git-vish/soft-computing-lab"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/git-vish%2FSoft-Computing-Lab","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/git-vish%2FSoft-Computing-Lab/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/git-vish%2FSoft-Computing-Lab/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/git-vish%2FSoft-Computing-Lab/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/git-vish","download_url":"https://codeload.github.com/git-vish/Soft-Computing-Lab/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246365647,"owners_count":20765549,"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":[],"created_at":"2024-12-12T07:09:42.376Z","updated_at":"2025-10-09T00:48:51.466Z","avatar_url":"https://github.com/git-vish.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Soft Computing Lab \u003cbr /\u003e [![made-with-python](https://img.shields.io/badge/Made%20with-Python-1f425f.svg)](https://www.python.org/)\n\n## Prerequisites\n- [Python 3.x](https://www.python.org/)\n- [numpy](https://pypi.org/project/numpy/)\n    ```sh\n    pip install numpy\n    ```\n- [matplotlib](https://pypi.org/project/matplotlib/)\n    ```sh\n    pip install matplotlib\n    ```\n- [keras](https://pypi.org/project/Keras/) (optional)\n    ```sh\n    pip install keras\n    ```\n\n## List Of Experiments\n1. [Experiment 1 (XOR gate)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/Simple_XOR.py)\n2. [Experiment 2 (McCulloch-Pitts AND)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/McP_AND.py)\n3. [Experiment 3 (McCulloch-Pitts XOR)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/McP_XOR.py)\n4. [Experiment 4 (Perceptron)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/Perceptron.py)\n5. [Experiment 5 (Adaline)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/Adaline_ANDNOT.py)\n6. [Experiment 6 (Madaline)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/Madline_XOR.py)\n7. [Experiment 7 (Back Propagation)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/BackProp_XOR.py)\n\u003cbr /\u003e **Optional** [Back Propagation in Keras](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/BackProp_XOR_keras.py) \n8. [Experiment 8 (Classical Sets)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/Set_Ops.py)\n9. [Experiment 9 (Fuzzy Sets)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/Fuzzy_Ops.py)\n10. [Experiment 10 (Maximization GA)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/GA_Max.py)\n11. [Experiment 11 (Minimization GA)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/GA_Min.py)\n11. [Experiment 12 (Travelling Salses Person GA)](https://github.com/cloud-VG/Soft-Computing-Lab/blob/master/GA_TSP.py)\n\n## Reference for Genetic Algorithm\n[_MorvanZhou's Website_](https://morvanzhou.github.io/tutorials/)\n\n## \u0026copy; _Vishwajeet M. Ghatage_ \u003cbr /\u003e [![LinkedIn](https://img.shields.io/badge/-LinkedIn-black.svg?style=flat-square\u0026logo=linkedin\u0026colorB=555)](https://www.linkedin.com/in/vishwajeet-ghatage/)\nComputer Science and Technology, \u003cbr /\u003e\nDepartment Of Technology, \u003cbr /\u003e\nShivaji University, Kolhapur \u003cbr /\u003e\n2019-20\n   \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgit-vish%2Fsoft-computing-lab","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgit-vish%2Fsoft-computing-lab","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgit-vish%2Fsoft-computing-lab/lists"}