How to Learn AI Engineering in 5 Minutes (NO PRIOR KNOWLEDGE)
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🗺️ Roadmap Summary:
1. Learn production Python, basic math (stats, linear algebra), Git, APIs, and command line
2. Get familiar with the core toolkit:
OpenAI API: gives you access to powerful pre-trained models without building anything from scratch
HuggingFace: a library of open source models you can use and fine-tune for more control
LangChain: lets you chain model calls together into actual multi-step applications
Pinecone: a vector database that gives your AI the ability to store and retrieve information
Docker: packages your app so it runs the same way in every environment
3. Build your first projects: a chatbot, a RAG app, and a content generator
4. Go deeper: fine-tuning, advanced RAG, proper deployment
5. Land your first role (most people do this around year 1-2)
6. Work towards senior level: inference optimization, security, monitoring at scale
#ai #aiengineering #roadmap