AI Learning Roadmaps
Structured learning paths for every stage of your AI journey — from complete beginner to specialized expert. Each roadmap includes stages, timelines, curated resources, and career outcomes.
AI Fundamentals for Beginners
You don't need a PhD to understand AI. This roadmap takes you from zero knowledge to confidently understanding how AI systems work, the key terminology, and the ability to build yo…
Machine Learning Engineer
Machine Learning Engineers are among the most in-demand roles in tech — and for good reason. They bridge the gap between data science experimentation and production-grade AI system…
Generative AI & LLM Developer
The generative AI wave has created a massive demand for developers who can build LLM-powered applications. This isn't about training models from scratch — it's about mastering prom…
Data Scientist
Data Scientists transform raw data into actionable insights that drive business decisions. This roadmap covers the full spectrum — from statistical foundations and exploratory anal…
AI for Business Leaders
You don't need to code to lead an AI transformation — but you do need to understand what AI can and cannot do, how to identify high-value opportunities, how to build and manage AI …
Computer Vision Engineer
Computer Vision is one of AI's most impactful fields — powering everything from autonomous vehicles and medical imaging to augmented reality and manufacturing quality control. This…
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