
AI Pipeline Architect
18 hours ago
We are seeking an experienced AI Specialist to lead our NLP and LLM initiatives.
Job Description:The ideal candidate will have a strong background in designing and implementing production-ready pipelines for classification, named entity recognition, summarization, sentiment analysis, and question-answering systems.
Key Responsibilities:
- Design and implement scalable NLP pipelines using Spacy, NLTK, or custom tokenizers.
- Fine-tune and optimize open-source models such as BERT, T5, and GPT-style models using Hugging Face Transformers.
- Integrate Large 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 (RAG) pipelines with vector databases.
- 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.
Required Skills & Qualifications:
- Strong Python skills and experience with Spacy, Transformers, and NLTK.
- Hands-on experience fine-tuning/training Transformer models.
- Experience integrating LLM APIs and working with prompt engineering.
- Familiarity with embeddings, attention, tokenization, and vector similarity.
- Experience with vector DBs such as FAISS, Weaviate, or Pinecone.
- Comfortable with Docker, Git, and REST API development.
- Practical knowledge of evaluation metrics.
Senior Roles Only:
- Track record of shipping multiple production LLM/NLP systems end-to-end.
- Strong system design skills and mentoring/leadership experience.
- Mentorship and ownership of ML lifecycle (MLOps).
Nice to Have:
- 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.
About Our Company:
Our company is a leader in matchmaking and wedding services, serving over 6 million members with the support of 3,000+ associates and a network of 125+ company-owned retail outlets.
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