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Dotaiz recommends a starting point, a hands-on build, and a deeper source for AI, machine learning, and software topics.

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AI

Understand transformer models · Learn PyTorch · Learn retrieval-augmented generation · Choose and use a vector database · Evaluate a RAG system · Evaluate language model systems · Fine-tune a language model · Learn agentic AI · Learn LangGraph · Learn the Model Context Protocol · What Uber's MCP gateway does

Software

Structure a React application · Add authentication to FastAPI · Design a reliable cache · Set up GitHub Actions CI · Learn Kubernetes fundamentals

Foundations

Learn linear algebra for machine learning