[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-2130":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":17,"stars7d":18,"stars30d":19,"stars90d":16,"forks30d":16,"starsTrendScore":20,"compositeScore":21,"rankGlobal":10,"rankLanguage":10,"license":22,"archived":23,"fork":23,"defaultBranch":24,"hasWiki":23,"hasPages":23,"topics":25,"createdAt":10,"pushedAt":10,"updatedAt":36,"readmeContent":37,"aiSummary":38,"trendingCount":16,"starSnapshotCount":16,"syncStatus":39,"lastSyncTime":40,"discoverSource":41},2130,"AI-Expert-Roadmap","AMAI-GmbH\u002FAI-Expert-Roadmap","AMAI-GmbH","Roadmap to becoming an Artificial Intelligence Expert in 2022","https:\u002F\u002Fi.am.ai\u002Froadmap",null,"JavaScript",31079,2579,952,16,0,5,22,118,17,45,"MIT License",false,"main",[26,27,28,29,30,31,32,33,34,35],"ai","ai-roadmap","artificial-intelligence","data-analysis","data-science","deep-learning","machine-learning","neural-network","roadmap","study-plan","2026-06-12 02:00:37","\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAMAI-GmbH\u002FAI-Expert-Roadmap\">\n    \u003Cimg src=\"https:\u002F\u002Fuploads-ssl.webflow.com\u002F58e6a2b25c28230d367487ad\u002F5c32232ecb585fcc5c4645e1_icon_machine-learning.svg\" alt=\"Developer Roadmap\" width=\"96\" height=\"96\">\n  \u003C\u002Fa>\n  \u003Ch2 align=\"center\">i.am.ai\u003Cbr>AI Expert Roadmap\u003C\u002Fh2>\n  \u003Cp align=\"center\">Roadmap to becoming an Artificial Intelligence Expert in 2022\u003C\u002Fp>\n  \u003Cp align=\"center\">\n      \u003Ca href=\"https:\u002F\u002Ftwitter.com\u002Fhome?status=https:\u002F\u002Fi.am.ai\u002Froadmap Roadmap to becoming an Artificial Intelligence Expert in 2022\" target=\"_blank\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Ftweet-blue.svg?logo=twitter&logoColor=white\" style=\"display: inherit;\"\u002F>\u003C\u002Fa>\n      \u003Ca href=\"https:\u002F\u002Fwww.linkedin.com\u002FshareArticle?mini=true&url=https:\u002F\u002Fi.am.ai\u002Froadmap&title=&summary=Roadmap to becoming an Artificial Intelligence Expert in 2022&source=\" target=\"_blank\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fpost-blue.svg?logo=linkedin&logoColor=white\" style=\"display: inherit;\"\u002F>\u003C\u002Fa>\n      \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FAMAI-GmbH\u002FAI-Expert-Roadmap\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FRoadmap-2022-yellowgreen.svg\" style=\"display: inherit;\"\u002F>\u003C\u002Fa>\n      \u003Ca href=\"https:\u002F\u002Fam.ai?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+Badge\" target=\"_blank\">\u003Cimg alt=\"AMAI GmbH\" src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FAuthor-AMAI GmbH-blue.svg\" style=\"display: inherit;\"\u002F>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fopensource.org\u002Flicenses\u002FMIT\u002F\" target=\"_blank\">\u003Cimg alt=\"MIT License\" src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-MIT-blue.svg\" style=\"display: inherit;\"\u002F>\u003C\u002Fa>\n  \u003C\u002Fp>\n  \u003Cbr>\n\u003C\u002Fp>\n\nBelow you find a set of charts demonstrating the paths that you can take and the technologies that you would want to adopt in order to become a data scientist, machine learning or an AI expert. We made these charts for our new employees to make them AI Experts but we wanted to share them here to help the community.\n\nIf you are interested to become an AI EXPERT at [AMAI](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Famai-gmbh\u002F?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+Become+Expert) in Germany, or you want to [hire an AI Expert](https:\u002F\u002Fam.ai?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+Hire+Expert), please say [hi@am.ai](mailto:hi@am.ai).\n\n## Note\n\n👉 An **interactive version with links to follow** about each bullet of the list can be found at [i.am.ai\u002Froadmap](https:\u002F\u002Fi.am.ai\u002Froadmap?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+Interactive) 👈\n\nTo receive updates [star :star:](https:\u002F\u002Fgithub.com\u002FAMAI-GmbH\u002FAI-Expert-Roadmap\u002Fstargazers) and watch :eyes: the [GitHub Repo](https:\u002F\u002Fgithub.com\u002FAMAI-GmbH\u002FAI-Expert-Roadmap\u002F) to get notified, when we add new content to stay on the top of the most recent research.\n\nFollow our [AI Newsletter](https:\u002F\u002Fi.am.ai\u002Fnewsletter?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+Newsletter) to stay up to date with the latest developments in AI. We cover new use cases and research topics.\n\n## Disclaimer\n\nThe purpose of these roadmaps is to give you an idea about the landscape and to guide you if you are confused about what to learn next and not to encourage you to pick what is hip and trendy. You should grow some understanding of why one tool would be better suited for some cases than the other and remember hip and trendy never means best suited for the job.\n\n## Introduction\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fi.am.ai\u002Froadmap#introduction?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+Introduction\" target=\"_blank\">\n      \u003Cimg src=\".\u002Fimages\u002Fintro.svg\"\u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n## Fundamentals\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fi.am.ai\u002Froadmap#fundamentals?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+Fundamentals\" target=\"_blank\">\n      \u003Cimg src=\".\u002Fimages\u002Ffundamentals.svg\"\u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n## Data Science Roadmap\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fi.am.ai\u002Froadmap#data-science-roadmap?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+DataScience\" target=\"_blank\">\n      \u003Cimg src=\".\u002Fimages\u002Fdatascience.svg\"\u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n## Machine Learning Roadmap\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fi.am.ai\u002Froadmap#machine-learning-roadmap?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+MachineLearning\" target=\"_blank\">\n      \u003Cimg src=\".\u002Fimages\u002Fmachine_learning.svg\"\u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n## Deep Learning Roadmap\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fi.am.ai\u002Froadmap#deep-learning-roadmap?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+DeepLearning\" target=\"_blank\">\n      \u003Cimg src=\".\u002Fimages\u002Fdeep_learning.svg\"\u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n## Data Engineer Roadmap\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fi.am.ai\u002Froadmap#data-engineer-roadmap?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+DataEngineer\" target=\"_blank\">\n      \u003Cimg src=\".\u002Fimages\u002Fdata_engineer.svg\"\u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n## Big Data Engineer Roadmap\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fi.am.ai\u002Froadmap#big-data-engineer-roadmap?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+BigDataEngineer\" target=\"_blank\">\n      \u003Cimg src=\".\u002Fimages\u002Fbig_data_engineer.svg\"\u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n## 🚦 Wrap Up\n\nIf you think any of the roadmaps can be improved, please do open a PR with any updates and submit any issues. Also, we will continue to improve this, so you might want to watch\u002Fstar this repository to revisit.\n\n## 🙌 Contribution\n\n> Have a look at the [contribution docs](.\u002Fcontributing.md) for how to update any of the roadmaps\n\n* Open pull request with improvements\n* Discuss ideas in issues\n* Spread the word\n* Reach out with any feedback\n\n## Supported By\n\n\u003Ca href=\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Famai-gmbh\u002F?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap+SupportedBy\" target=\"_blank\">\u003Cimg alt=\"AMAI GmbH\" src=\".\u002Fimages\u002Flogos\u002Famai.svg\" style=\"display: inherit;max-width: 150px;\"\u002F>\u003C\u002Fa>\n\u003Ca href=\"https:\u002F\u002Fdigitalhub-ai.de?utm_source=GitHub&utm_medium=Referral&utm_campaign=AI+Expert+Roadmap\" target=\"_blank\">\u003Cimg alt=\"AMAI GmbH\" src=\".\u002Fimages\u002Flogos\u002Fde-hub.svg\" style=\"display: inherit; max-width: 150px;\"\u002F>\u003C\u002Fa>\n","该项目提供了一份成为2022年人工智能专家的学习路线图。核心功能包括详细的图表和路径，涵盖了从数据科学、机器学习到深度学习等领域的关键技术和工具，旨在帮助学习者系统地掌握人工智能相关知识。项目采用JavaScript构建，并以MIT许可证开源发布，适合希望进入或提升自己在AI领域技能的技术人员使用，无论是初学者还是有一定基础的从业者都能从中受益。此外，还提供了互动版本便于用户深入学习每个知识点。",2,"2026-06-11 02:48:18","top_all"]