5-7 years of experience in Product development and AI/ML or NLP solutiondevelopment.● Strong coding proficiency in Python with practical experience in libraries like FastAPI,Pandas, PyTorch, TensorFlow, or Transformers.● Experience with LLM frameworks and strong understanding of retrieval systems,embeddings, and vector databases.● Hands-on experience with RESTful API development, microservices, andcontainerized deployments (Docker/Kubernetes).● Familiarity with cloud AI services such as GCP Vertex AI (preferred) or AWS Bedrock,Azure OpenAI etc..● Exposure to data pipelines, preprocessing, and production-grade model deployment.