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Generative AI Tutorial• 4 min read

Generative AI Summary & Certification Exam

Claim your official Generative AI Engineer Certificate

Prove your comprehensive mastery of generative foundation models, prompt engineering, RAG pipelines, fine-tuning, autonomous agents, and AI safety.

Key Skills Tested in this Certification

Autoregressive transformers, BPE tokenization, and temperature sampling.

Designing Few-Shot and Chain-of-Thought prompts that yield structured JSON.

Building end-to-end RAG retrieval pipelines using chunking and vector embeddings.

Understanding PEFT / LoRA fine-tuning and the ReAct autonomous agent framework.

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Test Yourself With Exercise

+15 XP

Which architectural component allows an LLM in a RAG pipeline to retrieve relevant private knowledge without model retraining?