
Language Model Developer
2 days ago
We are seeking an experienced AI engineer to design and implement scalable NLP pipelines, fine-tune open-source language models, and integrate them into real-time applications.
This role involves working with cross-functional teams to build classification, named entity recognition, summarization, sentiment analysis, and question-answering systems from data preprocessing to deployment and monitoring.
Responsibilities:- Design and implement NLP pipelines for various tasks using SpaCy, NLTK, or custom tokenizers.
- Preprocess and structure large-scale textual datasets for training and inference.
- Fine-tune and optimize open-source language models using Hugging Face Transformers.
- Integrate language model APIs into real-time applications and microservices.
- Develop prompt strategies and evaluate prompt robustness; implement few/zero-shot approaches where relevant.
- Build retrieval + generation pipelines with vector databases (FAISS, Weaviate, Pinecone).
- Deploy model endpoints, containerize with Docker, and collaborate on cloud deployment.
- Monitor model performance, data drift, and user feedback; iterate based on metrics and qualitative signals.
- Strong Python skills and experience with SpaCy, Transformers (Hugging Face), and NLTK.
- Hands-on experience fine-tuning/training transformer models (BERT, T5, GPT variants).
- Experience integrating LLM APIs and working with prompt engineering.
- Familiarity with embeddings, attention, tokenization, and vector similarity (cosine).
- Experience with vector DBs such as FAISS, Weaviate, or Pinecone.
- Comfortable with Docker, Git, and REST API development (Flask/FastAPI).
- Practical knowledge of evaluation metrics (BLEU, ROUGE, perplexity, cosine similarity).
- Track record of shipping multiple production LLM/NLP systems end-to-end.
- Strong system design skills (latency/cost tradeoffs, multi-tenant inference).
- Mentoring/leadership experience and ownership of ML lifecycle (MLOps).
- Experience with LangChain, LlamaIndex, PromptLayer, or similar LLMOps tooling.
- RAG workflows and building retrieval pipelines at scale.
- Experience in cloud deployment on AWS/GCP/Azure.
- Contributions to open-source projects or research publications.
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