Building Generative AI Applications on the Cloud

Generative artificial intelligence is transforming how we build software, enabling developers to create intuitive user experiences that adapt to human language. This text-based course guides you through the foundational concepts and practical steps needed to build and deploy intelligent applications using modern cloud platforms.\n\nBy reading through this comprehensive guide, you will transition from understanding basic machine learning terminology to configuring production-ready AI services. You will learn how to leverage pre-trained foundation models, connect them to external data sources, and deploy them securely within a cloud environment.\n\nWhat you'll learn:\n- Understand foundational generative AI concepts, including large language models and prompt engineering.\n- Configure cloud-based AI services and API endpoints to interact with foundation models.\n- Apply retrieval-augmented generation (RAG) patterns to connect models to custom databases.\n- Design structured prompts to guide model outputs for specific application needs.\n- Implement security best practices and access controls for cloud-hosted AI resources.\n- Practice building conversational interfaces and search applications through written step-by-step exercises.\n\nThe course begins with essential definitions and core concepts before moving into hands-on configuration guides and architectural patterns. You will progress systematically from simple API calls to integrating vector databases for advanced search capabilities.\n\nThis course is designed for software developers, technical analysts, and technology enthusiasts who are new to cloud-based AI development. No prior experience with machine learning or cloud engineering is required.\n\nStart reading today to begin building the next generation of intelligent, cloud-powered applications.