← Courses
🎓
AdvancedcourseBootcamp access

Cost Optimization & Caching Guide

64

Lessons

8

Modules

🎓

Bootcamp access

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)

Course content

1Módulo 1: AI Cost Anatomy — Guía para el Creador8 lessons
2Módulo 2: Cost Analysis & Tracking — Guía para el Creador8 lessons
3Módulo 3: Prompt Optimization for Cost — Guía para el Creador8 lessons
4Módulo 4: Redis Fundamentals for AI — Guía para el Creador8 lessons
5Módulo 5: Response Caching Patterns — Guía para el Creador8 lessons
6Módulo 6: Semantic Caching — Guía para el Creador8 lessons
7Módulo 7: Advanced Optimization Strategies — Guía para el Creador8 lessons
8Módulo 8: Proyecto Integrador — 50-80% Cost Reduction — Guía para el Creador8 lessons
Reviews

What students say

These reviews are from enrolled students who completed at least 50% of the course. We moderate reviews only on content grounds (spam, offensive language, personal data), never for being critical or negative.

No approved reviews yet.

Be the first to share your experience!