Hire & Pay On-Demand Developers by the Pull Request

i.am.ai
AI Expert Roadmap

Roadmap to becoming an Artificial Intelligence Expert in 2022

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/AI-Expert-Roadmap

{
  "props": {
    "initialPayload": {
      "allShortcutsEnabled": false,
      "path": "/",
      "repo": {
        "id": 306977633,
        "defaultBranch": "main",
        "name": "AI-Expert-Roadmap",
        "ownerLogin": "AMAI-GmbH",
        "currentUserCanPush": false,
        "isFork": false,
        "isEmpty": false,
        "createdAt": "2020-10-24T21:49:40.000Z",
        "ownerAvatar": "https://avatars.githubusercontent.com/u/54247845?v=4",
        "public": true,
        "private": false,
        "isOrgOwned": true
      },
      "currentUser": null,
      "refInfo": {
        "name": "main",
        "listCacheKey": "v0:1605383528.0",
        "canEdit": false,
        "refType": "branch",
        "currentOid": "2cc62bd82b5ba9d01c02636ac483d6443672f90c"
      },
      "tree": {
        "items": [
          {
            "name": ".github/workflows",
            "path": ".github/workflows",
            "contentType": "directory",
            "hasSimplifiedPath": true
          },
          {
            "name": ".vuepress",
            "path": ".vuepress",
            "contentType": "directory"
          },
          {
            "name": "images",
            "path": "images",
            "contentType": "directory"
          },
          {
            "name": ".gitignore",
            "path": ".gitignore",
            "contentType": "file"
          },
          {
            "name": "LICENSE",
            "path": "LICENSE",
            "contentType": "file"
          },
          {
            "name": "contributing.md",
            "path": "contributing.md",
            "contentType": "file"
          },
          {
            "name": "package-lock.json",
            "path": "package-lock.json",
            "contentType": "file"
          },
          {
            "name": "package.json",
            "path": "package.json",
            "contentType": "file"
          },
          {
            "name": "readme.md",
            "path": "readme.md",
            "contentType": "file"
          }
        ],
        "templateDirectorySuggestionUrl": null,
        "readme": null,
        "totalCount": 9,
        "showBranchInfobar": false
      },
      "fileTree": null,
      "fileTreeProcessingTime": null,
      "foldersToFetch": [],
      "treeExpanded": false,
      "symbolsExpanded": false,
      "isOverview": true,
      "overview": {
        "banners": {
          "shouldRecommendReadme": false,
          "isPersonalRepo": false,
          "showUseActionBanner": false,
          "actionSlug": null,
          "actionId": null,
          "showProtectBranchBanner": false,
          "publishBannersInfo": {
            "dismissActionNoticePath": "/settings/dismiss-notice/publish_action_from_repo",
            "releasePath": "/AMAI-GmbH/AI-Expert-Roadmap/releases/new?marketplace=true",
            "showPublishActionBanner": false
          },
          "interactionLimitBanner": null,
          "showInvitationBanner": false,
          "inviterName": null
        },
        "codeButton": {
          "contactPath": "/contact",
          "isEnterprise": false,
          "local": {
            "protocolInfo": {
              "httpAvailable": true,
              "sshAvailable": null,
              "httpUrl": "https://github.com/AMAI-GmbH/AI-Expert-Roadmap.git",
              "showCloneWarning": null,
              "sshUrl": null,
              "sshCertificatesRequired": null,
              "sshCertificatesAvailable": null,
              "ghCliUrl": "gh repo clone AMAI-GmbH/AI-Expert-Roadmap",
              "defaultProtocol": "http",
              "newSshKeyUrl": "/settings/ssh/new",
              "setProtocolPath": "/users/set_protocol"
            },
            "platformInfo": {
              "cloneUrl": "https://desktop.github.com",
              "showVisualStudioCloneButton": false,
              "visualStudioCloneUrl": "https://windows.github.com",
              "showXcodeCloneButton": false,
              "xcodeCloneUrl": "https://developer.apple.com",
              "zipballUrl": "/AMAI-GmbH/AI-Expert-Roadmap/archive/refs/heads/main.zip"
            }
          },
          "newCodespacePath": "/codespaces/new?hide_repo_select=true&repo=306977633"
        },
        "popovers": {
          "rename": null,
          "renamedParentRepo": null
        },
        "commitCount": "67",
        "overviewFiles": [
          {
            "displayName": "readme.md",
            "repoName": "AI-Expert-Roadmap",
            "refName": "main",
            "path": "readme.md",
            "preferredFileType": "readme",
            "tabName": "README",
            "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><div class=\"markdown-heading\" dir=\"auto\"><h2 align=\"center\" tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">i.am.ai<br>AI Expert Roadmap</h2><a id=\"user-content-iamaiai-expert-roadmap\" class=\"anchor\" aria-label=\"Permalink: i.am.aiAI Expert Roadmap\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Note</h2><a id=\"user-content-note\" class=\"anchor\" aria-label=\"Permalink: Note\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Disclaimer</h2><a id=\"user-content-disclaimer\" class=\"anchor\" aria-label=\"Permalink: Disclaimer\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Introduction</h2><a id=\"user-content-introduction\" class=\"anchor\" aria-label=\"Permalink: Introduction\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Fundamentals</h2><a id=\"user-content-fundamentals\" class=\"anchor\" aria-label=\"Permalink: Fundamentals\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Data Science Roadmap</h2><a id=\"user-content-data-science-roadmap\" class=\"anchor\" aria-label=\"Permalink: Data Science Roadmap\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Machine Learning Roadmap</h2><a id=\"user-content-machine-learning-roadmap\" class=\"anchor\" aria-label=\"Permalink: Machine Learning Roadmap\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Deep Learning Roadmap</h2><a id=\"user-content-deep-learning-roadmap\" class=\"anchor\" aria-label=\"Permalink: Deep Learning Roadmap\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Data Engineer Roadmap</h2><a id=\"user-content-data-engineer-roadmap\" class=\"anchor\" aria-label=\"Permalink: Data Engineer Roadmap\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Big Data Engineer Roadmap</h2><a id=\"user-content-big-data-engineer-roadmap\" class=\"anchor\" aria-label=\"Permalink: Big Data Engineer Roadmap\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">🚦 Wrap Up</h2><a id=\"user-content--wrap-up\" class=\"anchor\" aria-label=\"Permalink: 🚦 Wrap Up\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">🙌 Contribution</h2><a id=\"user-content--contribution\" class=\"anchor\" aria-label=\"Permalink: 🙌 Contribution\" 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></div>\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<div class=\"markdown-heading\" dir=\"auto\"><h2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\">Supported By</h2><a id=\"user-content-supported-by\" class=\"anchor\" aria-label=\"Permalink: Supported By\" 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></div>\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>",
            "loaded": true,
            "timedOut": false,
            "errorMessage": null,
            "headerInfo": {
              "toc": [
                {
                  "level": 2,
                  "text": "i.am.aiAI Expert Roadmap",
                  "anchor": "iamaiai-expert-roadmap",
                  "htmlText": "i.am.aiAI Expert Roadmap"
                },
                {
                  "level": 2,
                  "text": "Note",
                  "anchor": "note",
                  "htmlText": "Note"
                },
                {
                  "level": 2,
                  "text": "Disclaimer",
                  "anchor": "disclaimer",
                  "htmlText": "Disclaimer"
                },
                {
                  "level": 2,
                  "text": "Introduction",
                  "anchor": "introduction",
                  "htmlText": "Introduction"
                },
                {
                  "level": 2,
                  "text": "Fundamentals",
                  "anchor": "fundamentals",
                  "htmlText": "Fundamentals"
                },
                {
                  "level": 2,
                  "text": "Data Science Roadmap",
                  "anchor": "data-science-roadmap",
                  "htmlText": "Data Science Roadmap"
                },
                {
                  "level": 2,
                  "text": "Machine Learning Roadmap",
                  "anchor": "machine-learning-roadmap",
                  "htmlText": "Machine Learning Roadmap"
                },
                {
                  "level": 2,
                  "text": "Deep Learning Roadmap",
                  "anchor": "deep-learning-roadmap",
                  "htmlText": "Deep Learning Roadmap"
                },
                {
                  "level": 2,
                  "text": "Data Engineer Roadmap",
                  "anchor": "data-engineer-roadmap",
                  "htmlText": "Data Engineer Roadmap"
                },
                {
                  "level": 2,
                  "text": "Big Data Engineer Roadmap",
                  "anchor": "big-data-engineer-roadmap",
                  "htmlText": "Big Data Engineer Roadmap"
                },
                {
                  "level": 2,
                  "text": "🚦 Wrap Up",
                  "anchor": "-wrap-up",
                  "htmlText": "🚦 Wrap Up"
                },
                {
                  "level": 2,
                  "text": "🙌 Contribution",
                  "anchor": "-contribution",
                  "htmlText": "🙌 Contribution"
                },
                {
                  "level": 2,
                  "text": "Supported By",
                  "anchor": "supported-by",
                  "htmlText": "Supported By"
                }
              ],
              "siteNavLoginPath": "/login?return_to=https%3A%2F%2Fgithub.com%2FAMAI-GmbH%2FAI-Expert-Roadmap"
            }
          },
          {
            "displayName": "LICENSE",
            "repoName": "AI-Expert-Roadmap",
            "refName": "main",
            "path": "LICENSE",
            "preferredFileType": "license",
            "tabName": "MIT",
            "richText": null,
            "loaded": false,
            "timedOut": false,
            "errorMessage": null,
            "headerInfo": {
              "toc": null,
              "siteNavLoginPath": "/login?return_to=https%3A%2F%2Fgithub.com%2FAMAI-GmbH%2FAI-Expert-Roadmap"
            }
          }
        ],
        "overviewFilesProcessingTime": 0
      }
    },
    "appPayload": {
      "helpUrl": "https://docs.github.com",
      "findFileWorkerPath": "/assets-cdn/worker/find-file-worker-1583894afd38.js",
      "findInFileWorkerPath": "/assets-cdn/worker/find-in-file-worker-3a63a487027b.js",
      "githubDevUrl": null,
      "enabled_features": {
        "code_nav_ui_events": false,
        "overview_shared_code_dropdown_button": false,
        "react_blob_overlay": false,
        "copilot_conversational_ux_embedding_update": false,
        "copilot_smell_icebreaker_ux": true,
        "copilot_workspace": false
      }
    }
  }
}

{
  "accept-ranges": "bytes",
  "cache-control": "max-age=0, private, must-revalidate",
  "content-encoding": "gzip",
  "content-security-policy": "default-src 'none'; base-uri 'self'; child-src github.com/assets-cdn/worker/ gist.github.com/assets-cdn/worker/; connect-src 'self' uploads.github.com www.githubstatus.com collector.github.com raw.githubusercontent.com api.github.com github-cloud.s3.amazonaws.com github-production-repository-file-5c1aeb.s3.amazonaws.com github-production-upload-manifest-file-7fdce7.s3.amazonaws.com github-production-user-asset-6210df.s3.amazonaws.com api.githubcopilot.com objects-origin.githubusercontent.com copilot-proxy.githubusercontent.com/v1/engines/github-completion/completions proxy.enterprise.githubcopilot.com/v1/engines/github-completion/completions *.actions.githubusercontent.com wss://*.actions.githubusercontent.com productionresultssa0.blob.core.windows.net/ productionresultssa1.blob.core.windows.net/ productionresultssa2.blob.core.windows.net/ productionresultssa3.blob.core.windows.net/ productionresultssa4.blob.core.windows.net/ productionresultssa5.blob.core.windows.net/ productionresultssa6.blob.core.windows.net/ productionresultssa7.blob.core.windows.net/ productionresultssa8.blob.core.windows.net/ productionresultssa9.blob.core.windows.net/ productionresultssa10.blob.core.windows.net/ productionresultssa11.blob.core.windows.net/ productionresultssa12.blob.core.windows.net/ productionresultssa13.blob.core.windows.net/ productionresultssa14.blob.core.windows.net/ productionresultssa15.blob.core.windows.net/ productionresultssa16.blob.core.windows.net/ productionresultssa17.blob.core.windows.net/ productionresultssa18.blob.core.windows.net/ productionresultssa19.blob.core.windows.net/ github-production-repository-image-32fea6.s3.amazonaws.com github-production-release-asset-2e65be.s3.amazonaws.com insights.github.com wss://alive.github.com; font-src github.githubassets.com; form-action 'self' github.com gist.github.com copilot-workspace.githubnext.com objects-origin.githubusercontent.com; frame-ancestors 'none'; frame-src viewscreen.githubusercontent.com notebooks.githubusercontent.com; img-src 'self' data: blob: github.githubassets.com media.githubusercontent.com camo.githubusercontent.com identicons.github.com avatars.githubusercontent.com github-cloud.s3.amazonaws.com objects.githubusercontent.com secured-user-images.githubusercontent.com/ user-images.githubusercontent.com/ private-user-images.githubusercontent.com opengraph.githubassets.com github-production-user-asset-6210df.s3.amazonaws.com customer-stories-feed.github.com spotlights-feed.github.com objects-origin.githubusercontent.com *.githubusercontent.com; manifest-src 'self'; media-src github.com user-images.githubusercontent.com/ secured-user-images.githubusercontent.com/ private-user-images.githubusercontent.com github-production-user-asset-6210df.s3.amazonaws.com gist.github.com; script-src github.githubassets.com; style-src 'unsafe-inline' github.githubassets.com; upgrade-insecure-requests; worker-src github.com/assets-cdn/worker/ gist.github.com/assets-cdn/worker/",
  "content-type": "text/html; charset=utf-8",
  "date": "Sat, 27 Jul 2024 07:52:42 GMT",
  "etag": "b6c895b47edfc3de712a82161cc43a82",
  "referrer-policy": "no-referrer-when-downgrade",
  "server": "GitHub.com",
  "set-cookie": "logged_in=no; Path=/; Domain=github.com; Expires=Sun, 27 Jul 2025 07:52:42 GMT; HttpOnly; Secure; SameSite=Lax",
  "strict-transport-security": "max-age=31536000; includeSubdomains; preload",
  "transfer-encoding": "chunked",
  "vary": "X-PJAX, X-PJAX-Container, Turbo-Visit, Turbo-Frame, Accept-Encoding, Accept, X-Requested-With",
  "x-content-type-options": "nosniff",
  "x-frame-options": "deny",
  "x-github-request-id": "89EC:4208D:E58D04:127E026:66A4A73B",
  "x-xss-protection": "0"
}