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A set of charts that map the paths and technologies for becoming a data scientist, machine learning engineer, or AI expert — the i.am.ai AI Expert Roadmap, drawn up by AMAI and published as the 2022 edition.
A set of charts that map the paths and technologies for becoming a data scientist, machine learning engineer, or AI expert — the i.am.ai AI Expert Roadmap, drawn up by AMAI and published as the 2022 edition.Is it a course I sign up for, or just a picture of what to learn?It's not a course: the charts lay out what to learn, track by track. The interactive version at i.am.ai/roadmap links every bullet to the actual resources to study.
It's not a course: the charts lay out what to learn, track by track. The interactive version at i.am.ai/roadmap links every bullet to the actual resources to study.Where should someone starting from scratch begin?Start with the Fundamentals chart, then follow one of the five specialization tracks — Data Science, Machine Learning, Deep Learning, Data Engineer, or Big Data Engineer — each laid out as its own chart.
Start with the Fundamentals chart, then follow one of the five specialization tracks — Data Science, Machine Learning, Deep Learning, Data Engineer, or Big Data Engineer — each laid out as its own chart.Does it tell me exactly which tools to learn?It's a landscape guide, not a prescription: it shows the field and points you at what to learn next. The authors warn against picking tools because they are hip and trendy — trendy never means best suited for the job.
It's a landscape guide, not a prescription: it shows the field and points you at what to learn next. The authors warn against picking tools because they are hip and trendy — trendy never means best suited for the job.Who is it actually for?It was originally drawn for AMAI's own new employees, whom the company raises to AI Expert level, and then shared for anyone confused about what to learn next on the way into data science, ML or AI.
It was originally drawn for AMAI's own new employees, whom the company raises to AI Expert level, and then shared for anyone confused about what to learn next on the way into data science, ML or AI.Can I read it offline, or is it web-only?It's web-first, but you can serve it yourself: the repo is a VuePress site you can run locally with vuepress dev, and an npm export script builds the whole roadmap into a PDF.
It's web-first, but you can serve it yourself: the repo is a VuePress site you can run locally with vuepress dev, and an npm export script builds the whole roadmap into a PDF.Is the content still current, or frozen at 2022?The charts are the 2022 edition, but the maintainers say they will keep improving the repo and ask readers to star and watch it to get notified about new content; updates arrive through pull requests.
The charts are the 2022 edition, but the maintainers say they will keep improving the repo and ask readers to star and watch it to get notified about new content; updates arrive through pull requests.Does using it cost anything?No — the charts and the interactive i.am.ai/roadmap version are free, the repository is MIT-licensed, and the companion AI newsletter is free to follow.
No — the charts and the interactive i.am.ai/roadmap version are free, the repository is MIT-licensed, and the companion AI newsletter is free to follow.What are similar projects?data-science, Ai-Learn, machine-learning-for-software-engineers, DeepLearning, Java, react-developer-roadmap, tensorflow-zh, spinningup
data-science, Ai-Learn, machine-learning-for-software-engineers, DeepLearning, Java, react-developer-roadmap, tensorflow-zh, spinningupWhich topics is it in?study-plan, roadmap, data-engineering, data-analysis, career, neural-network, data-science, artificial-intelligence, beginner-friendly, guide, documentation, learning
study-plan, roadmap, data-engineering, data-analysis, career, neural-network, data-science, artificial-intelligence, beginner-friendly, guide, documentation, learning