Sriram Rampelli

Large Language Models (LLMs): Fine-tuning, instruction-tuning, and domain adaptation (BioBERT, LLaMA, GPT-4). Retrieval-Augmented Generation (RAG): Building efficient pipelines using FAISS, Pinecone, and LlamaIndex. Generative AI: Applications in healthcare, finance, and document automation. NLP: Question answering, NER, sentiment analysis, multilingual models. Computer Vision: CNNs, medical imaging (RSNA), and OCR for prescriptions. Model Deployment: Cloud-native AI (AWS/GCP), TensorFlow Serving, TorchServe. Ethical AI: Privacy-aware design (HIPAA/GDPR), bias audits, secure model hosting.