{"id":13487045,"url":"https://github.com/deepchecks/deepchecks","last_synced_at":"2025-05-16T16:01:23.227Z","repository":{"id":36957003,"uuid":"415969774","full_name":"deepchecks/deepchecks","owner":"deepchecks","description":"Deepchecks: Tests for Continuous Validation of ML Models \u0026 Data. Deepchecks is a holistic open-source solution for all of your AI \u0026 ML validation needs, enabling to thoroughly test your data and models from research to production.","archived":false,"fork":false,"pushed_at":"2025-03-05T10:40:45.000Z","size":280998,"stargazers_count":3787,"open_issues_count":252,"forks_count":266,"subscribers_count":22,"default_branch":"main","last_synced_at":"2025-05-08T20:55:44.280Z","etag":null,"topics":["data-drift","data-science","data-validation","deep-learning","html-report","jupyter-notebook","machine-learning","ml","mlops","model-monitoring","model-validation","pandas-dataframe","python","pytorch"],"latest_commit_sha":null,"homepage":"https://docs.deepchecks.com/stable","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/deepchecks.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.rst","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":".github/CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2021-10-11T14:48:38.000Z","updated_at":"2025-05-07T17:22:10.000Z","dependencies_parsed_at":"2023-01-17T08:16:11.753Z","dependency_job_id":"60e40630-86b7-4a77-97bd-0adc61d58aa9","html_url":"https://github.com/deepchecks/deepchecks","commit_stats":{"total_commits":1475,"total_committers":55,"mean_commits":"26.818181818181817","dds":0.8555932203389831,"last_synced_commit":"24ae3449d3849e26d1eaba12424ecb13656f4907"},"previous_names":["deepchecks/mlchecks"],"tags_count":65,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepchecks%2Fdeepchecks","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepchecks%2Fdeepchecks/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepchecks%2Fdeepchecks/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/deepchecks%2Fdeepchecks/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/deepchecks","download_url":"https://codeload.github.com/deepchecks/deepchecks/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253156636,"owners_count":21862970,"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":["data-drift","data-science","data-validation","deep-learning","html-report","jupyter-notebook","machine-learning","ml","mlops","model-monitoring","model-validation","pandas-dataframe","python","pytorch"],"created_at":"2024-07-31T18:00:54.728Z","updated_at":"2025-05-08T22:26:06.667Z","avatar_url":"https://github.com/deepchecks.png","language":"Python","readme":"\u003c!--\n   ~ ----------------------------------------------------------------------------\n   ~ Copyright (C) 2021-2023 Deepchecks (https://www.deepchecks.com)\n   ~\n   ~ This file is part of Deepchecks.\n   ~ Deepchecks is distributed under the terms of the GNU Affero General\n   ~ Public License (version 3 or later).\n   ~ You should have received a copy of the GNU Affero General Public License\n   ~ along with Deepchecks.  If not, see \u003chttp://www.gnu.org/licenses/\u003e.\n   ~ ----------------------------------------------------------------------------\n   ~\n--\u003e\n\n[![GitHub\nstars](https://img.shields.io/github/stars/deepchecks/deepchecks.svg?style=social\u0026label=Star\u0026maxAge=2592000)](https://GitHub.com/deepchecks/deepchecks/stargazers/)\n![build](https://github.com/deepchecks/deepchecks/actions/workflows/build.yml/badge.svg)\n![pkgVersion](https://img.shields.io/pypi/v/deepchecks)\n[![Coverage\nStatus](https://coveralls.io/repos/github/deepchecks/deepchecks/badge.svg?branch=main)](https://coveralls.io/github/deepchecks/deepchecks?branch=main) \n\u003c!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section --\u003e\n[![All Contributors](https://img.shields.io/badge/all_contributors-44-orange.svg?style=flat-round)](#https://github.com/deepchecks/deepchecks/blob/main/CONTRIBUTING.rst)\n\u003c!-- ALL-CONTRIBUTORS-BADGE:END --\u003e \n\n\u003c!---\nthis badge takes quite some space, can re-add it if wanted\n![pyVersions](https://img.shields.io/pypi/pyversions/deepchecks)\n---\u003e\n\n\n\u003ch1 align=\"center\"\u003e\n   Deepchecks - Continuous Validation for AI \u0026 ML: Testing, CI \u0026 Monitoring\n\u003c/h1\u003e\n\nDeepchecks is a holistic open-source solution for all of your AI \u0026 ML validation needs,\nenabling you to thoroughly test your data and models from research to production.\n\n\n\u003ca target=\"_blank\" href=\"https://docs.deepchecks.com/?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=logo\"\u003e\n   \u003cpicture\u003e\n      \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"docs/source/_static/images/readme/deepchecks_continuous_validation_dark.png\"\u003e\n      \u003csource media=\"(prefers-color-scheme: light)\" srcset=\"docs/source/_static/images/readme/deepchecks_continuous_validation_light.png\"\u003e\n      \u003cimg alt=\"Deepchecks continuous validation parts.\" src=\"docs/source/_static/images//readme/deepchecks_continuous_validation_light.png\"\u003e\n   \u003c/picture\u003e\n\u003c/a\u003e\n\n\u003cp align=\"center\"\u003e\n   \u0026emsp;\n   \u003ca href=\"https://www.deepchecks.com/slack\"\u003e👋 Join Slack\u003c/a\u003e\n   \u0026emsp; | \u0026emsp; \n   \u003ca href=\"https://docs.deepchecks.com/?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=top_links\"\u003e📖 Documentation\u003c/a\u003e\n   \u0026emsp; | \u0026emsp; \n   \u003ca href=\"https://deepchecks.com/blog/?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=top_links\"\u003e🌐 Blog\u003c/a\u003e\n   \u0026emsp; | \u0026emsp;  \n   \u003ca href=\"https://twitter.com/deepchecks\"\u003e🐦 Twitter\u003c/a\u003e\n   \u0026emsp;\n\u003c/p\u003e\n   \n\n## 🧩 Components\n\nDeepchecks includes:\n- **Deepchecks Testing**\n  ([Quickstart](#---------deepchecks-testing-quickstart------), \n  [docs](https://docs.deepchecks.com/stable/?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=components)): \n  - Running built-in \u0026 your own custom Checks and Suites for Tabular, NLP \u0026 CV validation (open source).\n- **CI \u0026 Testing Management**\n  ([Quickstart](#---------deepchecks-ci--testing-management-quickstart------), \n  [docs](https://docs.deepchecks.com/stable/general/usage/ci_cd.html?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=components)):\n  - Collaborating over test results and iterating efficiently until \n  model is production-ready and can be deployed (open source \u0026 managed offering).\n- **Deepchecks Monitoring**\n  ([Quickstart](#---------deepchecks-monitoring-quickstart------), \n  [docs](https://docs.deepchecks.com/monitoring/stable/?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=components)): \n  - Tracking and validating your deployed models behavior when in production (open source \u0026 managed offering).\n\nThis repo is our main repo as all components use the deepchecks checks in their core. See the [Getting Started](#--getting-started) section for more information about installation and quickstarts for each of the components.\nIf you want to see deepchecks monitoring's code, you can check out the \n[deepchecks/monitoring](https://github.com/deepchecks/monitoring) repo.\n\n\n## ⏩  Getting Started\n\n\u003cdetails close\u003e\n   \u003csummary\u003e\n      \u003ch3\u003e\n         💻 Installation\n      \u003c/h3\u003e\n   \u003c/summary\u003e\n\n#### Deepchecks Testing (and CI) Installation\n\n```bash\npip install deepchecks -U --user\n```\n\nFor installing the nlp / vision submodules or with conda:\n- For NLP: Replace ``deepchecks`` with ``\"deepchecks[nlp]\"``, \n  and optionally install also``deepchecks[nlp-properties]``\n- For Computer Vision: Replace ``deepchecks`` with ``\"deepchecks[vision]\"``. \n- For installing with conda, similarly use: ``conda install -c conda-forge deepchecks``.\n\nCheck out the full installation instructions for deepchecks testing [here](https://docs.deepchecks.com/stable/getting-started/installation.html).\n\n#### Deepchecks Monitoring Installation\n\nTo use deepchecks for production monitoring, you can either use our SaaS service, or deploy a local instance in one line on Linux/MacOS (Windows is WIP!) with Docker.\nCreate a new directory for the installation files, open a terminal within that directory and run the following:\n\n```\npip install deepchecks-installer\ndeepchecks-installer install-monitoring\n```\n\nThis will automatically download the necessary dependencies, run the installation process\nand then start the application locally.\n\nThe installation will take a few minutes. Then you can open the deployment url (default is http://localhost),\nand start the system onboarding. Check out the full monitoring [open source installation \u0026 quickstart](https://docs.deepchecks.com/monitoring/stable/getting-started/deploy_self_host_open_source.html).\n\nNote that the open source product is built such that each deployment supports monitoring of\na single model.\n\n\u003c/details\u003e\n\n### 🏃‍♀️ Quickstarts\n\n\n\u003cdetails open\u003e\n   \u003csummary\u003e\n      \u003ch4\u003e\n         Deepchecks Testing Quickstart\n      \u003c/h4\u003e\n   \u003c/summary\u003e\n\nJump right into the respective quickstart docs:\n\n- [Tabular Quickstarts](https://docs.deepchecks.com/stable/tabular/auto_tutorials/quickstarts/index.html)\n- [NLP Quickstarts](https://docs.deepchecks.com/stable/nlp/auto_tutorials/quickstarts/index.html)\n- [Vision Quickstarts](https://docs.deepchecks.com/stable/vision/auto_tutorials/quickstarts/index.html) \n\nto have it up and running on your data.\n\nInside the quickstarts, you'll see how to create the relevant deepchecks object for holding your data and metadata\n([Dataset](https://docs.deepchecks.com/stable/tabular/usage_guides/dataset_object.html?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=running_a_suite), [TextData](https://docs.deepchecks.com/stable/nlp/usage_guides/text_data_object.html?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=running_a_suite) or [VisionData](https://docs.deepchecks.com/stable/vision/usage_guides/visiondata_object.html), corresponding to the data type), and run a Suite or Check.\nThe code snippet for running it will look something like the following, depending on the chosen Suite or Check.\n\n```python\nfrom deepchecks.tabular.suites import model_evaluation\nsuite = model_evaluation()\nsuite_result = suite.run(train_dataset=train_dataset, test_dataset=test_dataset, model=model)\nsuite_result.save_as_html() # replace this with suite_result.show() or suite_result.show_in_window() to see results inline or in window\n# or suite_result.results[0].value with the relevant check index to process the check result's values in python\n```\n\nThe output will be a report that enables you to inspect the status and results of the chosen checks:\n\n\u003cp align=\"center\"\u003e\n   \u003cimg src=\"docs/source/_static/images/readme/model-evaluation-suite.gif\" width=\"600\"\u003e\n\u003c/p\u003e\n\n\u003c/details\u003e\n\n\u003cdetails open\u003e\n   \u003csummary\u003e\n      \u003ch4\u003e\n         Deepchecks Monitoring Quickstart\n      \u003c/h4\u003e\n   \u003c/summary\u003e\n\nJump right into the \n[open source monitoring quickstart docs](https://docs.deepchecks.com/monitoring/stable/getting-started/deploy_self_host_open_source.html)\nto have it up and running on your data.\nYou'll then be able to see the checks results over time, set alerts, and interact\nwith the dynamic deepchecks UI that looks like this:\n\n\u003cp align=\"center\"\u003e\n   \u003cimg src=\"docs/source/_static/images/general/monitoring-app-ui.gif\" width=\"600\"\u003e\n\u003c/p\u003e\n\n\u003c/details\u003e\n\n\u003cdetails open\u003e\n   \u003csummary\u003e\n      \u003ch4\u003e\n         Deepchecks CI \u0026 Testing Management Quickstart\n      \u003c/h4\u003e\n   \u003c/summary\u003e\n\nDeepchecks managed CI \u0026 Testing management is currently in closed preview.\n[Book a demo](https://deepchecks.com/book-demo/) for more information about the offering.\n\n\u003cp align=\"center\"\u003e\n   \u003cimg src=\"docs/source/_static/images/general/deepchecks-ci-checks.png\" width=\"600\"\u003e\n\u003c/p\u003e\n\nFor building and maintaining your own CI process while utilizing Deepchecks Testing for it,\ncheck out our [docs for Using Deepchecks in CI/CD](https://docs.deepchecks.com/stable/general/usage/ci_cd.html).\n\n\u003c/details\u003e\n\n\n## 🧮 How does it work?\n\nAt its core, deepchecks includes a wide variety of built-in Checks,\nfor testing all types of data and model related issues.\nThese checks are implemented for various models and data types (Tabular, NLP, Vision), \nand can easily be customized and expanded. \n\nThe check results can be used to automatically make informed decisions\nabout your model's production-readiness, and for monitoring it over time in production.\nThe check results can be examined with visual reports (by saving them to an HTML file, or seeing them in Jupyter),\nprocessed with code (using their pythonic / json output), and inspected and collaborated on with Deepchecks' dynamic UI \n(for examining test results and for production monitoring).\n\n\u003c!---\nAt its core, Deepchecks has a wide variety of built-in Checks and Suites (lists of checks) \nfor all data types (Tabular, NLP, Vision), \nThese includes checks for validating your model's performance (e.g. identify weak segments), the data's \ndistribution (e.g. detect drifts or leakages), data integrity (e.g. find conflicting labels) and more.\nThese checks results can be run manually (e.g. during research) or triggered automatically (e.g. during CI\nand production monitoring) and enable automatically making informed decisions regarding your model pipelines' \nproduction-readiness, and behavior over time.\n---\u003e\n\n\n\u003cdetails open\u003e\n   \u003csummary\u003e\n      \u003ch2\u003e\n         ✅ Deepchecks' Core: The Checks\n      \u003c/h2\u003e\n   \u003c/summary\u003e\n\n- All of the Checks and the framework for customizing them are implemented inside \n  the Deepchecks Testing Python package (this repo).\n- Each check tests for a specific potential problem. Deepchecks has many pre-implemented checks for\n  finding issues with the model's performance (e.g. identifying weak segments), \n  data distribution (e.g. detect drifts or leakages) and data integrity (e.g. find conflicting labels).\n- Customizable: each check has many configurable parameters, and custom checks can easily be implemented.\n- Can be run manually (during research) or triggered automatically (in CI processes or production monitoring)\n- Check results can be consumed by: \n   - Visual output report - [Saving to HTML](https://docs.deepchecks.com/stable/general/usage/export_save_results.html)(``result.save_to_html('output_report_name.html')``) or [viewing them](https://docs.deepchecks.com/stable/general/usage/showing_results.html) in Jupyter (``result.show()``).\n   - Processing with code - with python using the check result's ``value`` attribute, or saving a \n     [JSON output](https://docs.deepchecks.com/stable/general/usage/export_save_results.html)\n   - Deepchecks' UI - for dynamic inspection and collaboration (of test results and production monitoring)\n- Optional conditions can be added and customized, to automatically validate check results,\n  with a a pass ✓, fail ✖ or warning ! status\n- An ordered list of checks (with optional conditions) can be run together in a \"Suite\"\n  (and the output is a concluding report of all checks that ran)\n\n\u003c/details\u003e\n\n\u003c!---\nThese checks can be run manually (e.g. during research) or automatically triggered (with CI processes or in scheduled runs for production monitoring).\nThe check's results can be examined with visual reports (by saving them to an HTML file, or seeing them in Jupyter),\nprocessed with code (using their json output), and inspected and collaborated upon with a dynamic UI \n(for examining test results and for production monitoring).\nOptional conditions can be added to each check, to automatically validate whether it passed or not.\n---\u003e\n\n\n## 📜 Open Source vs Paid \n\nDeepchecks' projects (``deepchecks/deepchecks`` \u0026 ``deepchecks/monitoring``) are open source and are released under [AGPL 3.0](./LICENSE).\n\nThe only exception are the Deepchecks Monitoring components (in the ``deepchecks/monitoring`` repo), that are under the \n([backend/deepchecks_monitoring/ee](https://github.com/deepchecks/monitoring/tree/main/backend/deepchecks_monitoring/ee)) \ndirectory, that are subject to a commercial license (see the license [here](https://deepchecks.com/terms-and-conditions)).\nThat directory isn't used by default, and is packaged as part of the deepchecks monitoring repository simply to \nsupport upgrading to the commercial edition without downtime.\n\nEnabling premium features (contained in the `backend/deepchecks_monitoring/ee` directory) with a self-hosted instance requires a Deepchecks license. \nTo learn more, [book a demo](https://deepchecks.com/book-demo/) or see our [pricing page](https://deepchecks.com/pricing).\n\nLooking for a 💯% open-source solution for deepcheck monitoring?\nCheck out the [Monitoring OSS](https://github.com/deepchecks/monitoring-oss) repository, which is purged of all proprietary code and features.\n\n## 👭 Community, Contributing, Docs \u0026 Support\n\nDeepchecks is an open source solution. \nWe are committed to a transparent development process and highly appreciate any contributions. \nWhether you are helping us fix bugs, propose new features, improve our documentation or spread the word,\nwe would love to have you as part of our community.\n\n- Give us a ⭐️ github star ⭐️ on the top of this page to support what we're doing,\n  it means a lot for open source projects!\n- Read our \n  [docs](https://docs.deepchecks.com/?utm_source=github.com\u0026utm_medium=referral\u0026utm_campaign=readme\u0026utm_content=docs)\n  for more info about how to use and customize deepchecks, and for step-by-step tutorials.\n- Post a [Github\n  Issue](https://github.com/deepchecks/deepchecks/issues) to submit a bug report, feature request, or suggest an improvement.\n- To contribute to the package, check out our [first good issues](https://github.com/deepchecks/deepchecks/contribute)\n  and [contribution guidelines](CONTRIBUTING.rst), and open a PR.\n\nJoin our Slack to give us feedback, connect with the maintainers and fellow users, ask questions, \nget help for package usage or contributions, or engage in discussions about ML testing!\n\n\u003ca href=\"https://deepchecks.com/slack\"\u003e\u003cimg src=\"docs/source/_static/images/general/join-our-slack-community.png\" width=\"200\"\u003e\u003c/a\u003e\n\n\n## ✨ Contributors\n\nThanks goes to these wonderful people ([emoji\nkey](https://allcontributors.org/docs/en/emoji-key)):\n\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --\u003e\n\u003c!-- prettier-ignore-start --\u003e\n\u003c!-- markdownlint-disable --\u003e\n\u003ctable\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ItayGabbay\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/20860465?v=4?s=100\" width=\"100px;\" alt=\"Itay Gabbay\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eItay Gabbay\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-ItayGabbay\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-ItayGabbay\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-ItayGabbay\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/matanper\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/9868530?v=4?s=100\" width=\"100px;\" alt=\"matanper\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003ematanper\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-matanper\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-matanper\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#code-matanper\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/JKL98ISR\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/26321553?v=4?s=100\" width=\"100px;\" alt=\"JKL98ISR\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJKL98ISR\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-JKL98ISR\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#code-JKL98ISR\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-JKL98ISR\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/yromanyshyn\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/71635444?v=4?s=100\" width=\"100px;\" alt=\"Yurii Romanyshyn\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eYurii Romanyshyn\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-yromanyshyn\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#code-yromanyshyn\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-yromanyshyn\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/noamzbr\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/17730502?v=4?s=100\" width=\"100px;\" alt=\"Noam Bressler\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eNoam Bressler\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-noamzbr\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-noamzbr\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-noamzbr\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/nirhutnik\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/92314933?v=4?s=100\" width=\"100px;\" alt=\"Nir Hutnik\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eNir Hutnik\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-nirhutnik\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-nirhutnik\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-nirhutnik\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Nadav-Barak\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/67195469?v=4?s=100\" width=\"100px;\" alt=\"Nadav-Barak\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eNadav-Barak\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-Nadav-Barak\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-Nadav-Barak\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-Nadav-Barak\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/TheSolY\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/99395146?v=4?s=100\" width=\"100px;\" alt=\"Sol\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eSol\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-TheSolY\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-TheSolY\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-TheSolY\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.linkedin.com/in/dan-arlowski\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/59116108?v=4?s=100\" width=\"100px;\" alt=\"DanArlowski\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDanArlowski\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-DanArlowski\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#infra-DanArlowski\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/benisraeldan\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/42312361?v=4?s=100\" width=\"100px;\" alt=\"DBI\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDBI\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-benisraeldan\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/OrlyShmorly\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/110338263?v=4?s=100\" width=\"100px;\" alt=\"OrlyShmorly\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eOrlyShmorly\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#design-OrlyShmorly\" title=\"Design\"\u003e🎨\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/shir22\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/33841818?v=4?s=100\" width=\"100px;\" alt=\"shir22\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eshir22\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-shir22\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#doc-shir22\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#talk-shir22\" title=\"Talks\"\u003e📢\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/yaronzo1\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/107114284?v=4?s=100\" width=\"100px;\" alt=\"yaronzo1\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eyaronzo1\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-yaronzo1\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#content-yaronzo1\" title=\"Content\"\u003e🖋\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/ptannor\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/34207422?v=4?s=100\" width=\"100px;\" alt=\"ptannor\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eptannor\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#ideas-ptannor\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e \u003ca href=\"#content-ptannor\" title=\"Content\"\u003e🖋\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/avitzd\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/84308273?v=4?s=100\" width=\"100px;\" alt=\"avitzd\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eavitzd\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#eventOrganizing-avitzd\" title=\"Event Organizing\"\u003e📋\u003c/a\u003e \u003ca href=\"#video-avitzd\" title=\"Videos\"\u003e📹\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/DanBasson\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/46203939?v=4?s=100\" width=\"100px;\" alt=\"DanBasson\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDanBasson\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-DanBasson\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#bug-DanBasson\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#example-DanBasson\" title=\"Examples\"\u003e💡\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/kishore-s-15\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/56688194?v=4?s=100\" width=\"100px;\" alt=\"S.Kishore\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eS.Kishore\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-Kishore-s-15\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-Kishore-s-15\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#bug-Kishore-s-15\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.shaypalachy.com/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/917954?v=4?s=100\" width=\"100px;\" alt=\"Shay Palachy-Affek\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eShay Palachy-Affek\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#data-Shaypal5\" title=\"Data\"\u003e🔣\u003c/a\u003e \u003ca href=\"#example-Shaypal5\" title=\"Examples\"\u003e💡\u003c/a\u003e \u003ca href=\"#userTesting-Shaypal5\" title=\"User Testing\"\u003e📓\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/cemalgurpinar\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/36713268?v=4?s=100\" width=\"100px;\" alt=\"Cemal GURPINAR\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eCemal GURPINAR\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-cemalgurpinar\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#bug-cemalgurpinar\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/daavoo\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/12677733?v=4?s=100\" width=\"100px;\" alt=\"David de la Iglesia Castro\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eDavid de la Iglesia Castro\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-daavoo\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/Tak\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/142250?v=4?s=100\" width=\"100px;\" alt=\"Levi Bard\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLevi Bard\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-Tak\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/julienschuermans\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/14927054?v=4?s=100\" width=\"100px;\" alt=\"Julien Schuermans\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJulien Schuermans\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#bug-julienschuermans\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.nirbenzvi.com\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/4930255?v=4?s=100\" width=\"100px;\" alt=\"Nir Ben-Zvi\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eNir Ben-Zvi\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-nirbenz\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-nirbenz\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://ashtavakra.org\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/322451?v=4?s=100\" width=\"100px;\" alt=\"Shiv Shankar Dayal\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eShiv Shankar Dayal\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#infra-shivshankardayal\" title=\"Infrastructure (Hosting, Build-Tools, etc)\"\u003e🚇\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/RonItay\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/33497483?v=4?s=100\" width=\"100px;\" alt=\"RonItay\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eRonItay\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#bug-RonItay\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#code-RonItay\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://jeroen.vangoey.be\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/59344?v=4?s=100\" width=\"100px;\" alt=\"Jeroen Van Goey\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJeroen Van Goey\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#bug-BioGeek\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#doc-BioGeek\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://about.me/ido.weiss\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/10072365?v=4?s=100\" width=\"100px;\" alt=\"idow09\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eidow09\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#bug-idow09\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#example-idow09\" title=\"Examples\"\u003e💡\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://bandism.net/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/22633385?v=4?s=100\" width=\"100px;\" alt=\"Ikko Ashimine\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eIkko Ashimine\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-eltociear\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/jhwohlgemuth\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/6383605?v=4?s=100\" width=\"100px;\" alt=\"Jason Wohlgemuth\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eJason Wohlgemuth\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-jhwohlgemuth\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://lokin.dev\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/34796341?v=4?s=100\" width=\"100px;\" alt=\"Lokin Sethia\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eLokin Sethia\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-alphabetagamer\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#bug-alphabetagamer\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"http://www.ingomarquart.de\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/102803372?v=4?s=100\" width=\"100px;\" alt=\"Ingo Marquart\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eIngo Marquart\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-IngoStatworx\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#bug-IngoStatworx\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/osw282\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/25309418?v=4?s=100\" width=\"100px;\" alt=\"Oscar\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eOscar\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-osw282\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/rcwoolston\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/5957841?v=4?s=100\" width=\"100px;\" alt=\"Richard W\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eRichard W\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-rcwoolston\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-rcwoolston\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-rcwoolston\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/bgalvao\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/17158288?v=4?s=100\" width=\"100px;\" alt=\"Bernardo\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eBernardo\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-bgalvao\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-bgalvao\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://olivierbinette.github.io/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/784901?v=4?s=100\" width=\"100px;\" alt=\"Olivier Binette\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eOlivier Binette\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-OlivierBinette\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-OlivierBinette\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#ideas-OlivierBinette\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/chendingyan\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/16874978?v=4?s=100\" width=\"100px;\" alt=\"陈鼎彦\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003e陈鼎彦\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#bug-chendingyan\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.k-lab.tk/\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/16821717?v=4?s=100\" width=\"100px;\" alt=\"Andres Vargas\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAndres Vargas\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-vargasa\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/MichaelMarien\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/13829139?v=4?s=100\" width=\"100px;\" alt=\"Michael Marien\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMichael Marien\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-MichaelMarien\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#bug-MichaelMarien\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/mglowacki100\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/6077538?v=4?s=100\" width=\"100px;\" alt=\"OrdoAbChao\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eOrdoAbChao\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-mglowacki100\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/thewchan\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/49702524?v=4?s=100\" width=\"100px;\" alt=\"Matt Chan\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eMatt Chan\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-thewchan\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/hjain5164\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/20479605?v=4?s=100\" width=\"100px;\" alt=\"Harsh Jain\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eHarsh Jain\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-hjain5164\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#doc-hjain5164\" title=\"Documentation\"\u003e📖\u003c/a\u003e \u003ca href=\"#bug-hjain5164\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/arterm-sedov\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/66188814?v=4?s=100\" width=\"100px;\" alt=\"arterm-sedov\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003earterm-sedov\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#doc-arterm-sedov\" title=\"Documentation\"\u003e📖\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://www.kaggle.com/rayanaay\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/55285736?v=4?s=100\" width=\"100px;\" alt=\"AIT ALI YAHIA Rayane\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAIT ALI YAHIA Rayane\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#code-RayanAAY-ops\" title=\"Code\"\u003e💻\u003c/a\u003e \u003ca href=\"#ideas-RayanAAY-ops\" title=\"Ideas, Planning, \u0026 Feedback\"\u003e🤔\u003c/a\u003e\u003c/td\u003e\n      \u003ctd align=\"center\" valign=\"top\" width=\"14.28%\"\u003e\u003ca href=\"https://github.com/chris-santiago\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/40875112?v=4?s=100\" width=\"100px;\" alt=\"Chris Santiago\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eChris Santiago\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"#bug-chris-santiago\" title=\"Bug reports\"\u003e🐛\u003c/a\u003e \u003ca href=\"#code-chris-santiago\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\n\u003c!-- markdownlint-restore --\u003e\n\u003c!-- prettier-ignore-end --\u003e\n\n\u003c!-- ALL-CONTRIBUTORS-LIST:END --\u003e\n\nThis project follows the [all-contributors](https://allcontributors.org)\nspecification. Contributions of any kind are welcome!\n","funding_links":[],"categories":["🛠️ General ML Testing Frameworks","The Data Science Toolbox","🎯 Tool Categories","Python","Data Validation","Evaluation","Security","Observability and Monitoring","Observability","Tools","Evaluation and Monitoring","其他_机器学习与深度学习","Traditional Data","Model Testing \u0026 Validation","🚀 MLOps","\u003ca id=\"tools\"\u003e\u003c/a\u003e🛠️ Tools","Table of Contents","The List of AI Testing Tools","Tools 🛠️"],"sub_categories":["General Machine Learning Packages","🔍 ML Observability Stack","Synthetic Data","Observability","(RAI) Toolkit","Tools \u0026 Projects","General-Purpose Machine Learning","Tools","Model Testing \u0026 Validation","Frameworks and Libraries","NLP","18. Deepchecks"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeepchecks%2Fdeepchecks","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdeepchecks%2Fdeepchecks","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdeepchecks%2Fdeepchecks/lists"}