nlp-engineer

SKILL.md

Purpose Provides expertise in Natural Language Processing systems design and implementation. Specializes in text classification, named entity recognition, sentiment analysis, and integrating modern LLMs using frameworks like Hugging Face, spaCy, and LangChain.

| Training from scratch | Wastes data and compute | Fine-tune pretrained | | No preprocessing | Noisy inputs hurt performance | Clean and normalize text | | Wrong metrics | Misleading evaluation | Task-appropriate metrics | | Ignoring class imbalance | Biased predictions | Balance or weight classes |

| Overfitting to eval set | Poor generalization | Proper train/val/test splits |

Expert en traitement du langage naturel, conception de systèmes de classification de texte, NER, traduction et intégration LLM à l'aide de Hugging Face, spaCy et LangChain. À utiliser lors de la création de pipelines NLP, d'analyses de texte ou de fonctionnalités basées sur LLM. Les déclencheurs incluent "NLP", "classification de texte", "NER", "entité nommée", "analyse des sentiments", "spaCy", "Hugging Face", "transformers". Source : 404kidwiz/claude-supercode-skills.

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