Generative AI Developer - Data Modeling

<p><p><b>Role : </b> Gen AI Developer.<br/><br/> <b>Job Type : </b> Fulltime with Quantum Integrators.<br/><br/> <b>Location : </b> Pune/Nagpur, MH.<br/><br/> <b>Shift Timing : </b> UK Time.<br/><br/> <b>Notice period : </b> Immediate joiner.<br/><br/> <b>RELEVANT EXPERINCE REQUIRED : </b> 5+ Years.<br/><br/> <b>Roles & Responsibilities :</b></p><p><p><b><br/></b></p> - Maintain and enhance the existing RAG-based Gen AI solution for entity-based query and response.<br/><br/></p><p> - Implement and optimize data ingestion, summarization, embedding, and retrieval workflows in Databricks.<br/><br/></p><p> - Develop and fine-tune RAG pipelines integrating OpenAI GPT API with embedding models (Ada).<br/><br/></p><p> - Configure, maintain, and optimize the Qdrant Vector Database for efficient entity search.<br/><br/></p><p> - Manage integration between UI layer (Streamlit chatbot), backend APIs, and Azure Data Lake.<br/><br/></p><p> - Create, monitor, and optimize Databricks jobs for data preparation and quality checks.<br/><br/></p><p> - Ensure smooth CI/CD deployment of models and applications using Bitbucket/Jenkins.<br/><br/></p><p> - Collaborate with Data Ops and Business teams for continuous data quality improvements.<br/><br/></p><p> - Troubleshoot and resolve production issues quickly, ensuring minimal downtime.<br/><br/></p><p> - Document processes and provide technical knowledge transfer to other team members.<br/><br/> <b>Required Technical Skills : </b></p><p><br/></p><p>- <b>Programming : </b> Strong Python expertise.<br/><br/><b>Gen AI & RAG :</b></p><p><br/></p><p>- Hands-on experience building Retrieval-Augmented Generation pipelines.<br/><br/></p><p> - OpenAI GPT API & Embedding models (Ada or similar).<br/><br/></p><p> - Prompt engineering and optimization techniques.<br/><br/><b>Data Engineering : </b> Databricks, Azure Data Lake, PySpark, Pandas, NumPy.<br/><br/> <b>Vector Databases : </b> Qdrant.<br/><br/> <b>Web/UI Development : </b> Streamlit or equivalent Python-based UI frameworks.<br/><br/> <b>Deployment & CI/CD : </b> Docker, Bitbucket, Jenkins.<br/><br/> <b>API Development & Integration : </b> REST API design and integration.<br/><br/> <b>Cloud & MLOps : </b></p><p><br/></p><p>- Azure environment, model lifecycle management, performance tuning.<br/><br/> - Experience with multimodal RAG (text + image retrieval).<br/><br/></p><p> - Familiarity with model explainability tools.<br/><br/></p><p> - Knowledge of image processing libraries (OpenCV, PIL) if future scope includes images.<br/></p><br/></p> (ref:hirist.tech)