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capsule/mlops-local

Local MLOps and model deployment

Move from local experiments to controlled deployments with model serving, logs, evaluation loops and operational discipline.

Intermediate to advanced 10 lessons Free and open source
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Lessons are available in English. Code snippets keep original commands and file names intact.

modules
3
lessons
10
status
open
Roadmap

Syllabus

10 steps

module 01 / Serving models

4 lessons
  1. 1Serving map: Ollama, llama.cpp, vLLM/mlops-local/mapa-serving
  2. 2VRAM and OOM: vLLM vs Ollama/llama.cpp/mlops-local/vram-oom-vllm-ollama
  3. 3llama.cpp server locally/mlops-local/llama-server
  4. 4vLLM with OpenAI-compatible API/mlops-local/vllm-openai

module 02 / Controlled operations

5 lessons
  1. 5LiteLLM as a Gateway and Cost Control/mlops-local/litellm-gateway
  2. 6Hybrid local/cloud routing with LiteLLM/mlops-local/routing-hibrido-litellm
  3. 7Migrate a cloud agent to local/mlops-local/migrar-cloud-local
  4. 8Observability with Langfuse and OpenTelemetry/mlops-local/observabilidad
  5. 9Queues, rate limits, and cache/mlops-local/colas-costes

module 03 / Final project

1 lessons
  1. 10Project: private mini LLM platform/mlops-local/proyecto-produccion
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