LLM Engineer
Training, fine-tuning, optimizing, and deploying large language models
Level:
Machine Learning & AI
34 skills · 170 requirements| Skill | Junior | Middle | Senior | Lead | Principal |
|---|---|---|---|---|---|
| Classical Machine Learning | |||||
| Python Programming | Awareness | Working | Advanced | Advanced | Expert |
| Deep Learning | |||||
| PyTorch | Awareness | Working | Working | Advanced | Advanced |
| Deep Learning | Awareness | Working | Advanced | Advanced | Expert |
| Neural Network Architectures | Awareness | Working | Advanced | Advanced | Expert |
| TensorFlow / PyTorch | Awareness | Working | Advanced | Advanced | Expert |
| Transfer Learning | Awareness | Working | Advanced | Advanced | Expert |
| Natural Language Processing | |||||
| Transformers & NLP | Awareness | Working | Advanced | Advanced | Expert |
| Natural Language Processing | Awareness | Working | Advanced | Advanced | Expert |
| Tokenization | Awareness | Working | Advanced | Advanced | Expert |
| MLOps | |||||
| MLflow | Awareness | Working | Working | Advanced | Advanced |
| Model Serving | Awareness | Working | Working | Advanced | Advanced |
| Experiment Tracking | Awareness | Working | Working | Advanced | Advanced |
| ML Pipelines | Awareness | Working | Working | Advanced | Advanced |
| ML Deployment | Awareness | Working | Working | Advanced | Advanced |
| ML Experiment Tracking | Awareness | Working | Working | Advanced | Advanced |
| ML Model Evaluation | Awareness | Working | Working | Advanced | Advanced |
| Model Monitoring | Awareness | Working | Working | Advanced | Advanced |
| LLM & Generative AI | |||||
| LLM Applications | Awareness | Working | Advanced | Advanced | Expert |
| LLM Fine-tuning | Awareness | Working | Advanced | Advanced | Expert |
| RAG Architecture | Awareness | Working | Advanced | Advanced | Expert |
| Vector Databases | Awareness | Working | Advanced | Advanced | Expert |
| AI Agent Frameworks | Awareness | Working | Advanced | Advanced | Expert |
| Distributed Training | Awareness | Working | Advanced | Advanced | Expert |
| Embeddings & Vector DB | Awareness | Working | Advanced | Advanced | Expert |
| LLM Alignment | Awareness | Working | Advanced | Advanced | Expert |
| LLM Deployment | Awareness | Working | Advanced | Advanced | Expert |
| LLM Evaluation | Awareness | Working | Advanced | Advanced | Expert |
| LLM Prompt Engineering | Awareness | Working | Advanced | Advanced | Expert |
| RAG | Awareness | Working | Advanced | Advanced | Expert |
| LLM Safety | Awareness | Working | Advanced | Advanced | Expert |
| LLM Scaling | Awareness | Working | Advanced | Advanced | Expert |
| RLHF Techniques | Awareness | Working | Advanced | Advanced | Expert |
| Transformer Architecture | Awareness | Working | Advanced | Advanced | Expert |
| vLLM Inference | Awareness | Working | Advanced | Advanced | Expert |