An ordered journey

Generative AI Engineer

Design around the model, from retrieval to evaluation.

For: Application developers
Prerequisites: Python, APIs, and ML basics

8 stages · Beginner → Intermediate → Advanced

Beginner
Transformers
Attention changed how information moves. →
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Beginner
LLMs
Dedicated reading is planned for this stage.

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Beginner
Prompt Engineering
Dedicated reading is planned for this stage.

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Intermediate
Embeddings
Before generation, there was representation. →
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Intermediate
RAG
RAG gives a model evidence. Not certainty. →
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Intermediate
Evaluation
Dedicated reading is planned for this stage.

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Advanced
Fine-tuning
Dedicated reading is planned for this stage.

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Advanced
Production LLM Systems
Inside a production RAG pipeline. →
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Transformers