{"id":15912245,"url":"https://github.com/cdeil/python-model-fit-tutorial","last_synced_at":"2026-01-06T03:02:36.510Z","repository":{"id":249057779,"uuid":"830453647","full_name":"cdeil/python-model-fit-tutorial","owner":"cdeil","description":"Python modeling and fitting tutorial","archived":false,"fork":false,"pushed_at":"2024-07-20T07:53:06.000Z","size":331,"stargazers_count":2,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-22T16:45:42.076Z","etag":null,"topics":[],"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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/cdeil.png","metadata":{"files":{"readme":"README.md","changelog":null,"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":"2024-07-18T09:55:10.000Z","updated_at":"2024-07-20T20:01:30.000Z","dependencies_parsed_at":"2024-10-28T13:54:20.420Z","dependency_job_id":"8e47f5f7-16f6-4611-a44c-2c2cffd4286d","html_url":"https://github.com/cdeil/python-model-fit-tutorial","commit_stats":{"total_commits":3,"total_committers":1,"mean_commits":3.0,"dds":0.0,"last_synced_commit":"a44dfd48ee3089f9c462eab1ed8629b9c73a62e0"},"previous_names":["cdeil/python-model-fit-tutorial"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/cdeil/python-model-fit-tutorial","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cdeil%2Fpython-model-fit-tutorial","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cdeil%2Fpython-model-fit-tutorial/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cdeil%2Fpython-model-fit-tutorial/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cdeil%2Fpython-model-fit-tutorial/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/cdeil","download_url":"https://codeload.github.com/cdeil/python-model-fit-tutorial/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/cdeil%2Fpython-model-fit-tutorial/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28220997,"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","status":"online","status_checked_at":"2026-01-06T02:00:07.049Z","response_time":56,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"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":"2024-10-06T16:03:27.597Z","updated_at":"2026-01-06T03:02:36.474Z","avatar_url":"https://github.com/cdeil.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Python modeling and fitting tutorial\n\n## Introduction\n\nA hands-on introduction to Python tools and techniques to fit non-linear models to data.\n\n* Use least squares examples, but any other models or cost functions would work very similar.\n* Focus on finding optimal parameters (the best fit), not on parameter error estimation or statistical topics.\n* Focus on code and tools and how to use it, not the underlying math and theory.\n\n## Setup\n\nTo follow along and be able to edit and execute the examples you can do this:\n\n```\ngit clone https://github.com/cdeil/python-modeling-fitting-tutorial.git\ncd python-model-fit-tutorial\nconde env create -y -f environment.yml\nconda activate py-model-fit\n```\n\nThen open up [VSCode](https://code.visualstudio.com/) or [JupyterLab](https://jupyterlab.readthedocs.io/) or whatever you like.\n\n## Tutorials\n\n* 01 - Meet the tools - [01_meet_the_tools.ipynb](01_meet_the_tools.ipynb)\n* 02 - Failing fits - [02_failing_fits.ipynb](02_failing_fits.ipynb)\n* 03 - Understand the tools - [03_understand_the_tools.ipynb](03_understand_the_tools.ipynb)\n* 04 - Complex model example - [04_complex_model_example.ipynb](04_complex_model_example.ipynb)\n* 05 - Roll your own - [05_roll_your_own.ipynb](05_roll_your_own.ipynb)\n* 06 - Hybrid models - [06_hybrid_models.ipynb](06_hybrid_models.ipynb)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcdeil%2Fpython-model-fit-tutorial","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcdeil%2Fpython-model-fit-tutorial","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcdeil%2Fpython-model-fit-tutorial/lists"}