Building Generative AI Apps for Data

Unlocking insights from vast datasets often requires specialized skills, but what if anyone could simply ask questions in plain language? This course empowers you to create beginner-friendly Generative AI applications that transform how users interact with their business data. You will gain the ability to build systems that understand natural language queries and retrieve relevant information from both structured databases and unstructured documents. What you'll learn: * Understand the fundamental principles of Generative AI relevant to data interaction. * Apply essential prompt engineering strategies to guide AI models for effective data querying. * Implement Retrieval Augmented Generation (RAG) patterns for accurate and context-aware responses. * Process and prepare diverse data types, including structured tables and unstructured text, for AI integration. * Develop basic Generative AI applications that facilitate natural language access to information. * Explore foundational concepts for ensuring responsible and reliable AI application deployment. The course begins with core Generative AI concepts and data types, then progresses through practical techniques for prompt engineering and RAG, culminating in hands-on application development for data interaction. This course is designed for absolute beginners with no prior experience in Generative AI or advanced programming. All necessary concepts are introduced from scratch. Start building intelligent applications that make data accessible to everyone.