LLM Engineer
AI CAREER GUIDE · FDE

LLM Engineer

Work on model integration, inference, fine-tuning, evaluation and production optimization.

TransformersInferenceFine-tuningEvaluationGPUPythonServingObservability
In-depth career guide

LLM Engineers work closer to model behavior and serving systems, from inference and fine-tuning to evaluation and cost/performance optimization.

Seven-step capability roadmap

  1. 01ML Foundations
  2. 02Transformers
  3. 03Inference
  4. 04Fine-tuning
  5. 05Evaluation
  6. 06Serving
  7. 07Optimization
NEXT STEP

Build one small project a real user can use.

Document the goal, data, evaluation, failures and retrospective. That becomes portfolio evidence.

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