[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6DSKX3466C5K7PVCG8VDK9Z":3,"skill-same:01M6DSKX3466C5K7PVCG8VDK9Z":56},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":23,"linkOnly":24,"markdownContent":25,"markdownBody":26,"frontMatter":27,"refName":28,"commitSha":29,"skillDirectory":30,"forksCount":14,"repositoryHtmlUrl":31,"repositoryHomepageUrl":6,"ownerHtmlUrl":32,"ownerBlogUrl":33,"ownerDescription":34,"updatedAt":35,"install":36,"resources":49},"01M6DSKX3466C5K7PVCG8VDK9Z","prediction_service",null,"Generate predictions from trained models","sadjad6\u002Fopen-autonomous-research-lab","sadjad6","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F32264973?v=4","01M6DSBMD7SHZCAMZ6VMGWAYWR","Dr. Sadjad Sadeghi","01M6DSBMHRRQZCPP7T9YMR46VK",0,"MIT","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fmachine_learning\u002Fprediction_service\u002FSKILL.md",[],[19,20,21,22],"service","prediction service","generate","models","2026-11-10 10:12:30",false,"---\nname: prediction_service\ndescription: Generate predictions from trained models\n---\n\n# Prediction Service\n\n## Description\nGenerate predictions from trained models\n\n## When to Use\nWhen making predictions on new data\n\n## Workflow\n1. Load model\\n2. Validate input\\n3. Predict\\n4. Format output\n\n## Tools Used\nsklearn\n\n## Examples\n```python\nfrom src.skills.machine_learning.prediction_service import Skill\n\nskill = Skill()\nresult = await skill.run(SkillInput(data={\"key\": \"value\"}))\n```\n\n## Best Practices\nValidate input schema before prediction\n","# Prediction Service\n\n## Description\nGenerate predictions from trained models\n\n## When to Use\nWhen making predictions on new data\n\n## Workflow\n1. Load model\\n2. Validate input\\n3. Predict\\n4. Format output\n\n## Tools Used\nsklearn\n\n## Examples\n```python\nfrom src.skills.machine_learning.prediction_service import Skill\n\nskill = Skill()\nresult = await skill.run(SkillInput(data={\"key\": \"value\"}))\n```\n\n## Best Practices\nValidate input schema before prediction\n",{"name":5,"description":7},"main","19d5aed8a5e48ff5443f425990d1df390d792bee","src\u002Fskills\u002Fmachine_learning\u002Fprediction_service","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab","https:\u002F\u002Fgithub.com\u002Fsadjad6","https:\u002F\u002Fsadeghi-ai.de\u002F","AI\u002FML Engineer | GenAI, RAG & Agentic AI | MLOps & ML Systems | PhD in Physics. Founder & AI\u002FML Engineer at JadayLix Studio.","2026-10-01 01:54:20",{"source":8,"skillName":5,"commands":37,"prompt":47,"zipAvailable":48},[38,41,44],{"tool":39,"command":40},"npx","npx skills add sadjad6\u002Fopen-autonomous-research-lab --skill prediction_service",{"tool":42,"command":43},"bunx","bunx skills add sadjad6\u002Fopen-autonomous-research-lab --skill prediction_service",{"tool":45,"command":46},"pnpm","pnpm dlx skills add sadjad6\u002Fopen-autonomous-research-lab --skill prediction_service","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fmachine_learning\u002Fprediction_service\u002FSKILL.md",true,[50],{"path":51,"resourceType":52,"resourceTypeDesc":53,"sizeBytes":54,"sourceHtmlUrl":55},"__init__.py","SCRIPT","脚本",1210,"https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fmachine_learning\u002Fprediction_service\u002F__init__.py",[57,66,91,101,112,122],{"skillNo":58,"name":59,"nameZh":6,"description":60,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":61,"categories":62,"keywords":63,"publishedAt":23},"01M6DSQSG36HDX3NT5ZVBSX2V4","scatter_plot","Generate scatter plot visualizations","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fvisualization\u002Fscatter_plot\u002FSKILL.md",[],[64,21,65],"scatter plot","visualizations",{"skillNo":67,"name":68,"nameZh":6,"description":69,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":70,"categories":71,"keywords":85,"publishedAt":23},"01M6DSQMQ6H8SB2T4D1Y5FRCZC","report_chart","Generate publication-quality charts","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fvisualization\u002Freport_chart\u002FSKILL.md",[72,77,82],{"categoryNo":73,"categoryName":74,"taxonomyType":75,"taxonomyTypeDesc":76},"01JBSEEDCAT000000000000013","分析与可视化","SCENARIO","使用场景",{"categoryNo":78,"categoryName":79,"taxonomyType":80,"taxonomyTypeDesc":81},"01JBSEEDCAT000000000000033","数据分析师","PROFESSION","适用职业",{"categoryNo":83,"categoryName":84,"taxonomyType":80,"taxonomyTypeDesc":81},"01JBSEEDCAT000000000000034","行政与办公人员",[86,87,88,89,90,21],"chart","report","report chart","quality","Charts",{"skillNo":92,"name":93,"nameZh":6,"description":94,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":95,"categories":96,"keywords":99,"publishedAt":23},"01M6DSQGEZV6NGZYJYZEC2HHQ2","pie_chart","Generate pie chart visualizations","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fvisualization\u002Fpie_chart\u002FSKILL.md",[97,98],{"categoryNo":73,"categoryName":74,"taxonomyType":75,"taxonomyTypeDesc":76},{"categoryNo":78,"categoryName":79,"taxonomyType":80,"taxonomyTypeDesc":81},[100,86,21,65],"pie chart",{"skillNo":102,"name":103,"nameZh":6,"description":104,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":105,"categories":106,"keywords":109,"publishedAt":23},"01M6DSQC0M3WXXNHKQHCRTXKY2","line_chart","Generate line chart visualizations","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fvisualization\u002Fline_chart\u002FSKILL.md",[107,108],{"categoryNo":73,"categoryName":74,"taxonomyType":75,"taxonomyTypeDesc":76},{"categoryNo":78,"categoryName":79,"taxonomyType":80,"taxonomyTypeDesc":81},[110,111,86,65,21],"line chart","line",{"skillNo":113,"name":114,"nameZh":6,"description":115,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":116,"categories":117,"keywords":118,"publishedAt":23},"01M6DSQ8811RDV2C3TC1C73SKJ","interactive_plot","Generate interactive Plotly visualizations","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fvisualization\u002Finteractive_plot\u002FSKILL.md",[],[119,120,65,121,21],"interactive plot","interactive","plotly",{"skillNo":123,"name":124,"nameZh":6,"description":125,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":126,"categories":127,"keywords":128,"publishedAt":23},"01M6DSQ4GNMQ1GMF5NK71X1PJQ","histogram","Generate histogram visualizations","https:\u002F\u002Fgithub.com\u002Fsadjad6\u002Fopen-autonomous-research-lab\u002Fblob\u002Fmain\u002Fsrc\u002Fskills\u002Fvisualization\u002Fhistogram\u002FSKILL.md",[],[124,21,65]]