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Configures environment and provides code for logging parameters, metrics,\n  and artifacts. Use when asked to \"setup experiment tracking\" or \"initialize MLflow\".\nallowed-tools: Read, Write, Edit, Grep, Glob, Bash\nlicense: MIT\n---\n## Overview\n\nThis skill streamlines the process of setting up experiment tracking for machine learning projects. It automates environment configuration, tool initialization, and provides code examples to get you started quickly.\n\n## How It Works\n\n1. **Analyze Context**: The skill analyzes the current project context to determine the appropriate experiment tracking tool (MLflow or W&B) based on user preference or existing project configuration.\n2. **Configure Environment**: It configures the environment by installing necessary Python packages and setting environment variables.\n3. **Initialize Tracking**: The skill initializes the chosen tracking tool, potentially starting a local MLflow server or connecting to a W&B project.\n4. **Provide Code Snippets**: It provides code snippets demonstrating how to log experiment parameters, metrics, and artifacts within your ML code.\n\n## When to Use This Skill\n\nThis skill activates when you need to:\n- Start tracking machine learning experiments in a new project.\n- Integrate experiment tracking into an existing ML project.\n- Quickly set up MLflow or Weights & Biases for experiment management.\n- Automate the process of logging parameters, metrics, and artifacts.\n\n## Examples\n\n### Example 1: Starting a New Project with MLflow\n\nUser request: \"track experiments using mlflow\"\n\nThe skill will:\n1. 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execution\".","https:\u002F\u002Fgithub.com\u002FBbgnsurfTech\u002Fclaude-skills-collection\u002Fblob\u002Fmain\u002Fplugins\u002Fclaude-code-plugins-plus\u002Fplugins\u002Ftesting\u002Ftest-orchestrator\u002Fskills\u002Ftest-orchestrator\u002FSKILL.md",[496],{"categoryNo":439,"categoryName":440,"taxonomyType":441,"taxonomyTypeDesc":442},[498,499,448,23,24,27,28,486,30,500,32,501,502,445],"orchestrating test execution","execution","parallel","orchestrate","run",{"skillNo":504,"name":505,"nameZh":6,"description":506,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":507,"categories":508,"keywords":510,"publishedAt":38},"01M6CDVFTCBQ65TGB1YJCZB90G","managing-test-environments","Provision and manage isolated test environments with configuration and data.\nUse when performing specialized testing.\nTrigger with phrases like \"manage test environment\", \"provision test env\", or \"setup test infrastructure\".","https:\u002F\u002Fgithub.com\u002FBbgnsurfTech\u002Fclaude-skills-collection\u002Fblob\u002Fmain\u002Fplugins\u002Fclaude-code-plugins-plus\u002Fplugins\u002Ftesting\u002Ftest-environment-manager\u002Fskills\u002Ftest-environment-manager\u002FSKILL.md",[509],{"categoryNo":439,"categoryName":440,"taxonomyType":441,"taxonomyTypeDesc":442},[511,448,27,28,23,486,30,32,512,513,37,445,25,514,24],"Managing Test Environments","data","infrastructure","manage",{"skillNo":516,"name":517,"nameZh":6,"description":518,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":519,"categories":520,"keywords":522,"publishedAt":38},"01M6CDVD0NPFXVEQGT9CMF02H0","generating-test-doubles","Generate mocks, stubs, spies, and fakes for dependency isolation.\nUse when creating mocks, stubs, or test isolation fixtures.\nTrigger with phrases like \"generate mocks\", \"create test doubles\", or \"setup stubs\".","https:\u002F\u002Fgithub.com\u002FBbgnsurfTech\u002Fclaude-skills-collection\u002Fblob\u002Fmain\u002Fplugins\u002Fclaude-code-plugins-plus\u002Fplugins\u002Ftesting\u002Ftest-doubles-generator\u002Fskills\u002Ftest-doubles-generator\u002FSKILL.md",[521],{"categoryNo":439,"categoryName":440,"taxonomyType":441,"taxonomyTypeDesc":442},[448,523,524,24,27,28,23,30,32,462,463,37],"Generating Test Doubles","dependency"]