Incedo - Senior Generative AI & NLP Developer - Machine Learning in Gurgaon, भारत

Job Description :As a Senior Generative AI & NLP Developer at Incedo, you will take ownership of designing and developing production-grade NLP and GenAI https://jobeax.com/link/E1Vc3iywh1h8EbmC will work across the complete AI application lifecycle - from understanding business requirements and designing solution architectures to implementation, optimization, deployment, and production https://jobeax.com/link/M9a9rctTQv09wjtH will be expected to independently solve complex problems involving LLMs, RAG, NLP pipelines, information retrieval, embeddings, and document intelligence, while also providing technical guidance to other https://jobeax.com/link/ITgzUPJMlVevCeC3 Responsibilities :- Design and develop end-to-end LLM and NLP applications for enterprise use cases such as knowledge assistants, document intelligence, conversational AI, summarization, information extraction, and semantic search.- Architect and implement robust RAG pipelines, including document ingestion, parsing, chunking, embedding, indexing, retrieval, reranking, and context construction.- Evaluate and select appropriate LLMs, embedding models, retrieval strategies, and NLP techniques based on business and technical requirements.- Develop scalable Python services and APIs using FastAPI/Flask and integrate AI capabilities with enterprise applications.- Work extensively with Hugging Face Transformers, LangChain, LlamaIndex, SpaCy, and related AI/NLP ecosystems.- Design and optimize vector-search solutions using FAISS, Pinecone, Weaviate, Milvus, or equivalent technologies.- Implement prompt engineering, structured generation, function/tool calling, grounding, and LLM evaluation strategies.- Analyze model and application performance and improve latency, accuracy, relevance, scalability, and cost efficiency.- Develop evaluation frameworks and metrics for assessing retrieval quality, response quality, hallucination, and overall RAG performance.- Lead integration of GenAI applications with existing enterprise systems, APIs, and data platforms.- Review code and architecture, establish development standards, and mentor junior developers.- Troubleshoot complex production issues and drive root-cause analysis and resolution.- Collaborate with architects, product managers, data scientists, and engineering teams to translate requirements into technical solutions.- Contribute to technical design documents, proof-of-concepts, and solution https://jobeax.com/link/DrIVyEAjZqYqmDN9 Skills :- Strong Python expertise, including OOP, asynchronous/concurrent programming, API development, data structures, and performance optimization.- Strong hands-on experience building production-grade NLP/GenAI applications.- Deep understanding of LLMs, prompt engineering, embeddings, RAG, semantic search, and information retrieval.- Strong experience with Hugging Face Transformers, LangChain, LlamaIndex, or comparable frameworks.- Experience designing and implementing vector-search solutions using FAISS, Pinecone, Weaviate, Milvus, or equivalent.- Strong experience with text extraction, preprocessing, document processing, and NLP pipelines.- Experience developing APIs and microservices using FastAPI/Flask.- Strong understanding of LLM evaluation, retrieval optimization, and response-quality improvement.- Proficiency with Pandas/NumPy and experience handling real-world datasets.- Strong understanding of software engineering, Git, testing, CI/CD, and production deployment practices. (ref:hirist.tech)