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Developer TrackFull-day (8 hours)

LLM Engineering

Production-Grade Language Model Systems

This intensive workshop covers everything engineers need to build production-grade LLM applications. From understanding model architectures to implementing RAG systems and optimizing for cost and latency, you'll gain hands-on experience with real-world patterns.

What You'll Learn

LLM architecture and model selection criteria
Prompt engineering and systematic optimization
RAG implementation with vector databases
Fine-tuning vs prompt engineering tradeoffs
Cost optimization and latency management

Full Curriculum

Detailed breakdown of workshop modules and timing

1

LLM Foundations

60 min

Deep dive into transformer architecture, tokenization, context windows, and model comparison. Understand when to use GPT-4, Claude, Llama, and others.

2

Prompt Engineering Deep Dive

75 min

System prompts, few-shot learning, chain-of-thought reasoning. Build a systematic approach to prompt development and testing.

3

RAG Architecture

90 min

Vector databases, embedding models, chunking strategies, and retrieval optimization. Design patterns for production RAG systems.

4

Hands-on RAG Build

90 min

Build a production-ready RAG system with your data. Implement semantic search, reranking, and hybrid retrieval.

5

Production Considerations

60 min

Caching strategies, rate limiting, fallback patterns, and monitoring. Build resilient LLM applications.

6

Cost & Performance Optimization

45 min

Token optimization, model routing, latency budgets, and cost attribution. Make informed tradeoffs for your use case.

Workshop Outcomes

What you'll walk away with

Build and deploy a production RAG system
Implement systematic prompt engineering workflows
Choose the right LLM for your use case
Optimize for cost and latency in production
Design resilient LLM application architectures

Who This Workshop Is For

Software engineers, ML engineers, backend developers building AI features

Interested in LLM Engineering?

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