
Natural Language Processing Innovator
1 week ago
We are seeking an experienced NLP/LLM Engineer to design production-ready NLP pipelines, fine-tune open-source LLMs, and integrate LLMs into real-time products. You will work with product teams to build classification, NER, summarization, sentiment, and QA systems — from data preprocessing to deployment and monitoring.
Responsibilities:
- Design and implement NLP pipelines for classification, NER, summarization, sentiment analysis, and Q&A (RAG).
- Preprocess and structure large-scale textual datasets using SpaCy, NLTK, or custom tokenizers.
- Fine-tune and optimize open-source models (BERT, T5, GPT-style) using Hugging Face Transformers.
- Integrate LLM APIs (OpenAI, Anthropic/Claude, Cohere, Hugging Face) 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 DBs (FAISS, Weaviate, Pinecone).
- Deploy model endpoints (Flask/FastAPI/Streamlit), containerize with Docker, and collaborate on cloud deployment.
- Monitor model performance, data drift, and user feedback; iterate based on metrics and qualitative signals.
- Collaborate with product, infra, and QA to embed models safely and responsibly.
Requirements:
- 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).
Senior Roles:
- 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).
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 Us:
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.
Key Offerings:
- Matchmaking Services: Our flagship brand spans customers across the entire economic strata.
- Exclusive matchmaking app for non-degree holders in 9 Indian languages.
- Personalised services for the HNI, NRI and Premium segment of customers.
- Wedding Services:
- Largest wedding services provider.
- Largest online wedding venues platform.
- Personalized & curated wedding planning services.
New Initiatives:
- Exclusive astrology app for marriage, love, and relationship.
- Employment platform targeting grey collar workforce.
- Fin-tech platform to facilitate wedding loans through a curated set of institutions.
- Next generation serious relationship app.
International Presence:
We have successfully expanded into international markets, with UAE operations thriving for 5+ years and Bangladesh operations commencing in 2021.
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