Developer Roadmap

i.am.ai
AI Expert Roadmap

Roadmap to becoming an Artificial Intelligence Expert in 2022

AMAI GmbH MIT License


Below 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.

If you are interested to become an AI EXPERT at AMAI in Germany, or you want to hire an AI Expert, please say [email protected].

Note

👉 An interactive version with links to follow about each bullet of the list can be found at i.am.ai/roadmap 👈

To receive updates star ⭐ and watch 👀 the GitHub Repo to get notified, when we add new content to stay on the top of the most recent research.

Follow our AI Newsletter to stay up to date with the latest developments in AI. We cover new use cases and research topics.

Disclaimer

The 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.

Introduction

Fundamentals

Data Science Roadmap

Machine Learning Roadmap

Deep Learning Roadmap

Data Engineer Roadmap

Big Data Engineer Roadmap

🚦 Wrap Up

If 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/star this repository to revisit.

🙌 Contribution

Have a look at the contribution docs for how to update any of the roadmaps

  • Open pull request with improvements
  • Discuss ideas in issues
  • Spread the word
  • Reach out with any feedback

Supported By

AMAI GmbH AMAI GmbH

AMAI-GmbH/AI-Expert-Roadmap

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"richText": "<article class=\"markdown-body entry-content container-lg\" itemprop=\"text\"><p align=\"center\" dir=\"auto\">\n <a href=\"https://github.com/AMAI-GmbH/AI-Expert-Roadmap\">\n <img src=\"https://camo.githubusercontent.com/c19cb912d259c26deeeab27d80d60806b2c95564fdfa0081ded88b4629d445c8/68747470733a2f2f75706c6f6164732d73736c2e776562666c6f772e636f6d2f3538653661326232356332383233306433363734383761642f3563333232333265636235383566636335633436343565315f69636f6e5f6d616368696e652d6c6561726e696e672e737667\" alt=\"Developer Roadmap\" width=\"96\" height=\"96\" data-canonical-src=\"https://uploads-ssl.webflow.com/58e6a2b25c28230d367487ad/5c32232ecb585fcc5c4645e1_icon_machine-learning.svg\" style=\"max-width: 100%;\">\n </a>\n </p><h2 align=\"center\" tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-iamaiai-expert-roadmap\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#iamaiai-expert-roadmap\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>i.am.ai<br>AI Expert Roadmap</h2>\n <p align=\"center\" dir=\"auto\">Roadmap to becoming an Artificial Intelligence Expert in 2022</p>\n <p align=\"center\" dir=\"auto\">\n <a href=\"https://twitter.com/home?status=https://i.am.ai/roadmap Roadmap to becoming an Artificial Intelligence Expert in 2022\" rel=\"nofollow\"><img src=\"https://camo.githubusercontent.com/eb27de2e1a8334abefab702a4eb5b45de117604e8a2659323fa1f727be239b06/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f74776565742d626c75652e7376673f6c6f676f3d74776974746572266c6f676f436f6c6f723d7768697465\" data-canonical-src=\"https://img.shields.io/badge/tweet-blue.svg?logo=twitter&amp;logoColor=white\" style=\"max-width: 100%;\"></a>\n <a href=\"https://www.linkedin.com/shareArticle?mini=true&amp;url=https://i.am.ai/roadmap&amp;title=&amp;summary=Roadmap to becoming an Artificial Intelligence Expert in 2022&amp;source=\" rel=\"nofollow\"><img src=\"https://camo.githubusercontent.com/dac1a93773bc04f59f05bdee876361680386c16eaf4ba9fa01d959eb20063b6d/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f706f73742d626c75652e7376673f6c6f676f3d6c696e6b6564696e266c6f676f436f6c6f723d7768697465\" data-canonical-src=\"https://img.shields.io/badge/post-blue.svg?logo=linkedin&amp;logoColor=white\" style=\"max-width: 100%;\"></a>\n <a href=\"https://github.com/AMAI-GmbH/AI-Expert-Roadmap\"><img src=\"https://camo.githubusercontent.com/1dd7a6607c1f79c4bd366d89ef444f48af5cf0c6863f824fb82de750a4c82436/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f526f61646d61702d323032322d79656c6c6f77677265656e2e737667\" data-canonical-src=\"https://img.shields.io/badge/Roadmap-2022-yellowgreen.svg\" style=\"max-width: 100%;\"></a>\n <a href=\"https://am.ai?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+Badge\" rel=\"nofollow\"><img alt=\"AMAI GmbH\" src=\"https://camo.githubusercontent.com/e4bd4790065bb80106339ac41af4d9ca0a70918d07b8f4f044308b0e7a611d17/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f417574686f722d414d414920476d62482d626c75652e737667\" data-canonical-src=\"https://img.shields.io/badge/Author-AMAI GmbH-blue.svg\" style=\"max-width: 100%;\"></a>\n<a href=\"https://opensource.org/licenses/MIT/\" rel=\"nofollow\"><img alt=\"MIT License\" src=\"https://camo.githubusercontent.com/6552afb9038154d801c50b6e55a76db78a6787a8d6e2b5252a44864503c52887/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d626c75652e737667\" data-canonical-src=\"https://img.shields.io/badge/License-MIT-blue.svg\" style=\"max-width: 100%;\"></a>\n </p>\n <br>\n<p dir=\"auto\"></p>\n<p dir=\"auto\">Below 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.</p>\n<p dir=\"auto\">If you are interested to become an AI EXPERT at <a href=\"https://www.linkedin.com/company/amai-gmbh/?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+Become+Expert\" rel=\"nofollow\">AMAI</a> in Germany, or you want to <a href=\"https://am.ai?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+Hire+Expert\" rel=\"nofollow\">hire an AI Expert</a>, please say <a href=\"mailto:[email protected]\">[email protected]</a>.</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-note\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#note\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Note</h2>\n<p dir=\"auto\">👉 An <strong>interactive version with links to follow</strong> about each bullet of the list can be found at <a href=\"https://i.am.ai/roadmap?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+Interactive\" rel=\"nofollow\">i.am.ai/roadmap</a> 👈</p>\n<p dir=\"auto\">To receive updates <a href=\"https://github.com/AMAI-GmbH/AI-Expert-Roadmap/stargazers\">star ⭐</a> and watch 👀 the <a href=\"https://github.com/AMAI-GmbH/AI-Expert-Roadmap/\">GitHub Repo</a> to get notified, when we add new content to stay on the top of the most recent research.</p>\n<p dir=\"auto\">Follow our <a href=\"https://i.am.ai/newsletter?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+Newsletter\" rel=\"nofollow\">AI Newsletter</a> to stay up to date with the latest developments in AI. We cover new use cases and research topics.</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-disclaimer\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#disclaimer\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Disclaimer</h2>\n<p dir=\"auto\">The 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.</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-introduction\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#introduction\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Introduction</h2>\n<p align=\"center\" dir=\"auto\">\n <a href=\"https://i.am.ai/roadmap#introduction?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+Introduction\" rel=\"nofollow\">\n <img src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/intro.svg\" style=\"max-width: 100%;\">\n </a>\n</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-fundamentals\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#fundamentals\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Fundamentals</h2>\n<p align=\"center\" dir=\"auto\">\n <a href=\"https://i.am.ai/roadmap#fundamentals?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+Fundamentals\" rel=\"nofollow\">\n <img src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/fundamentals.svg\" style=\"max-width: 100%;\">\n </a>\n</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-data-science-roadmap\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#data-science-roadmap\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Data Science Roadmap</h2>\n<p align=\"center\" dir=\"auto\">\n <a href=\"https://i.am.ai/roadmap#data-science-roadmap?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+DataScience\" rel=\"nofollow\">\n <img src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/datascience.svg\" style=\"max-width: 100%;\">\n </a>\n</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-machine-learning-roadmap\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#machine-learning-roadmap\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Machine Learning Roadmap</h2>\n<p align=\"center\" dir=\"auto\">\n <a href=\"https://i.am.ai/roadmap#machine-learning-roadmap?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+MachineLearning\" rel=\"nofollow\">\n <img src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/machine_learning.svg\" style=\"max-width: 100%;\">\n </a>\n</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-deep-learning-roadmap\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#deep-learning-roadmap\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Deep Learning Roadmap</h2>\n<p align=\"center\" dir=\"auto\">\n <a href=\"https://i.am.ai/roadmap#deep-learning-roadmap?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+DeepLearning\" rel=\"nofollow\">\n <img src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/deep_learning.svg\" style=\"max-width: 100%;\">\n </a>\n</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-data-engineer-roadmap\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#data-engineer-roadmap\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Data Engineer Roadmap</h2>\n<p align=\"center\" dir=\"auto\">\n <a href=\"https://i.am.ai/roadmap#data-engineer-roadmap?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+DataEngineer\" rel=\"nofollow\">\n <img src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/data_engineer.svg\" style=\"max-width: 100%;\">\n </a>\n</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-big-data-engineer-roadmap\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#big-data-engineer-roadmap\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Big Data Engineer Roadmap</h2>\n<p align=\"center\" dir=\"auto\">\n <a href=\"https://i.am.ai/roadmap#big-data-engineer-roadmap?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+BigDataEngineer\" rel=\"nofollow\">\n <img src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/big_data_engineer.svg\" style=\"max-width: 100%;\">\n </a>\n</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content--wrap-up\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#-wrap-up\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>🚦 Wrap Up</h2>\n<p dir=\"auto\">If 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/star this repository to revisit.</p>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content--contribution\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#-contribution\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>🙌 Contribution</h2>\n<blockquote>\n<p dir=\"auto\">Have a look at the <a href=\"/AMAI-GmbH/AI-Expert-Roadmap/blob/main/contributing.md\">contribution docs</a> for how to update any of the roadmaps</p>\n</blockquote>\n<ul dir=\"auto\">\n<li>Open pull request with improvements</li>\n<li>Discuss ideas in issues</li>\n<li>Spread the word</li>\n<li>Reach out with any feedback</li>\n</ul>\n<h2 tabindex=\"-1\" dir=\"auto\"><a id=\"user-content-supported-by\" class=\"anchor\" aria-hidden=\"true\" tabindex=\"-1\" href=\"#supported-by\"><svg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"><path d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"></path></svg></a>Supported By</h2>\n<p dir=\"auto\"><a href=\"https://www.linkedin.com/company/amai-gmbh/?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap+SupportedBy\" rel=\"nofollow\"><img alt=\"AMAI GmbH\" src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/logos/amai.svg\" style=\"max-width: 100%;\"></a>\n<a href=\"https://digitalhub-ai.de?utm_source=GitHub&amp;utm_medium=Referral&amp;utm_campaign=AI+Expert+Roadmap\" rel=\"nofollow\"><img alt=\"AMAI GmbH\" src=\"/AMAI-GmbH/AI-Expert-Roadmap/raw/main/images/logos/de-hub.svg\" style=\"max-width: 100%;\"></a></p>\n</article>",
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