Docker, Python, AI-specific failure modes, vector stores, embeddings, prompt and context engineering, RAG, LLM APIs and SDKs, CI CD, agent orchestration

AI models and algorithms, Generative AI, image processing applications, deep learning frameworks, production-quality AI system development, neural network architectures, deployment pipelines, cloud AI services

PostgreSQL, Sql, Redis, Nosql, Django, Flask, MongoDB, FastAPI, Python, LLMs, LangChain, embeddings, real-time data integration, retrieval methods, AutoGen, ETL workflows, transformer-based models

Cloud Computing, Machine Learning, Data Visualization, Big Data, Python, Sql, Statistical Analysis, Deep Learning