🚀 FREE 12-WEEK AI ENGINEER ROADMAP | 2026
Want to become an AI Engineer? Save this. 👇
No expensive bootcamp needed—just a structured plan, free resources, and consistent building.
📚 12 WEEKS, 12 BUILDS
1️⃣ Python + Math
Resources: freeCodeCamp · 3Blue1Brown Linear Algebra · StatQuest
🎯 Build: Python data-analysis project.
2️⃣ ML Fundamentals
Resources: StatQuest ML · Google ML Crash Course
🎯 Build: Regression or classification model.
3️⃣ Neural Networks
Resources: 3Blue1Brown · StatQuest
🎯 Build: Simple neural network.
4️⃣ Deep Learning + PyTorch
Resources: Karpathy Zero to Hero · PyTorch Tutorials
🎯 Build: Train a network and track loss.
5️⃣ LLMs from Scratch
Resources: Karpathy Zero to Hero · 3Blue1Brown Transformers
🎯 Build: Tiny GPT-style language model.
6️⃣ Tokenization + Transformers
Resources: Karpathy minBPE · Hugging Face LLM Course
🎯 Build: Tokenizer + pretrained-transformer experiment.
7️⃣ Hugging Face + Open-Source LLMs
Resources: Hugging Face Learn · Mod...
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