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Cost Optimization & Caching Guide
64
Lecciones
8
Módulos
🎓
Acceso por bootcamp
Lo que aprenderás
✓Break down AI costs by component: tokens, embeddings, API calls, storage
✓Integrate cost tracking with monitoring dashboards and set budget alerts
✓Optimize prompts to reduce tokens 30-50% without sacrificing quality
✓Set up Redis and implement exact-match response caching
✓Apply cache-aside and write-through patterns for LLM responses
✓Build semantic cache: similar queries = cached responses using embeddings and cosine similarity
✓Use RediSearch for vector similarity search in Redis
✓Implement model selection: when to use GPT-4 vs GPT-3.5 vs local models based on query complexity
✓Apply batching and tiered cost optimization strategies
✓Build a cost-reduced AI system demonstrating 50-80% savings with real benchmarks
¿Para quién es?
- •AI Engineers who completed Monitoring & Observability (#18) and want to reduce costs, not just measure them
- •Teams with limited AI budget scaling LLM usage who need 50-80% cost reduction
- •Startups and enterprises justifying AI ROI with documented savings
- •Developers who want to differentiate with semantic caching skills (rare in Spanish market)
- •Tech leads preparing cost-optimized AI systems for production
Requisitos
- •Python intermediate (OOP, async, type hints, Pydantic basics)
- •Experience with REST APIs (FastAPI or similar)
- •Basic LLM usage (OpenAI API or equivalent)
- •Monitoring concepts from Guide #18 (metrics, dashboards, cost tracking)
- •Basic familiarity with embeddings (from previous path guides)
Contenido del curso
1Módulo 1: AI Cost Anatomy — Guía para el Creador8 lecciones
2Módulo 2: Cost Analysis & Tracking — Guía para el Creador8 lecciones
3Módulo 3: Prompt Optimization for Cost — Guía para el Creador8 lecciones
4Módulo 4: Redis Fundamentals for AI — Guía para el Creador8 lecciones
5Módulo 5: Response Caching Patterns — Guía para el Creador8 lecciones
6Módulo 6: Semantic Caching — Guía para el Creador8 lecciones
7Módulo 7: Advanced Optimization Strategies — Guía para el Creador8 lecciones
8Módulo 8: Proyecto Integrador — 50-80% Cost Reduction — Guía para el Creador8 lecciones
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