Overview
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This Specialization gives you a practical, hands-on introduction to Enterprise h2oGPTe, H2O.ai's platform for building production-ready generative AI. Across three courses, you'll progress from the fundamentals of generative AI and retrieval-augmented generation (RAG) to advanced capabilities like Python integration and AI app development with H2O Wave, and finally to designing and deploying autonomous AI agents. By the end, you'll be able to build, customize, and operate enterprise GenAI applications and agentic workflows that solve real business problems.
Syllabus
- Course 1: H2O GPTe Learning Path
- Course 2: H2O Generative AI Starter Track
- Course 3: H2O.ai Agents : From Theory to Practice
Courses
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Dive into the cutting-edge world of Enterprise AI with our comprehensive "h2oGPTe Learning Path" course. This in-depth program combines two essential courses from H2O ai University, providing you with a thorough understanding of H2O GPTe from basic concepts to advanced applications. Led by industry experts Andreea Turcu, Greg Fousas, and Laurene De Peyrelongue, you will embark on a journey through AI-powered search, enterprise AI solutions, advanced Retrieval-Augmented Generation (RAG) techniques, and Python API integration. This course is designed to equip you with the skills needed to revolutionize your organization's data strategies and decision-making processes. Throughout the course, you'll gain hands-on experience in: ➯ Leveraging AI-powered search for efficient information retrieval ➯ Implementing enterprise AI solutions using commercial and open-source Large Language Models (LLMs) ➯ Extracting valuable insights from various data types using advanced RAG techniques ➯ Optimizing H2O GPTe's features within freemium constraints ➯ Developing automated workflows with the H2O GPTe Python API ➯ Creating dynamic, AI-driven web applications using H2O Wave ➯ LLM Agents, A step-by-step guide on LLM agents, from basics to practical applications. Whether you're a data scientist, AI enthusiast, or business professional looking to harness the power of AI in your organization, this course will provide you with the knowledge and practical skills to stay at the forefront of enterprise AI technology. By the end of this course, you'll be well-equipped to implement sophisticated AI solutions, transform your data analysis processes, and drive innovation within your organization using h2oGPTe.
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H2O Generative AI Starter Track introduces you to the practical applications of Generative AI technology using h2oGPTe, H2O's advanced enterprise platform. This beginner friendly course provides a structured pathway from foundational concepts to hands-on implementation. You will begin with core Generative AI principles before essential developing practical skills in prompt engineering, Retrieval-Augmented Generation (RAG), and enterprise AI integration. Course highlights include: ✦ Understanding the three AI paradigms and the distinct advantages of Generative AI ✦ Developing effective prompt engineering techniques for precise AI communications ✦ Implementing Retrieval-Augmented Generation (RAG) for contextually relevant AI responses ✦ Building and organizing document collections for efficient AI analysis ✦ Configuring h2oGPTe settings for optimal performance in various scenarios ✦ Utilizing API access to integrate AI capabilities into applications ✦ An Overview of H2O Agents for specialized assistance This course is designed for business professionals looking to improve decision-making with AI, developers interested in AI implementation, and individuals curious about practical Generative AI applications. By completing this course, you will gain the practical knowledge and expertise needed to effectively use h2oGPTe for document analysis, insight generation, and workflow enhancement. Upon understanding these topics, it will establish a foundation for H2O Generative AI certification, ultimately opening new avenues for innovation in your field.
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H2O.ai Agents : From Theory to Practice is a comprehensive course that bridges theoretical understanding with practical implementation, guiding learners through the complete lifecycle of AI agents. You will start with core concepts by understanding the fundamental architecture of AI agents, how they combine large language models (LLMs), tools, and memory to create autonomous workflows. Discover what sets h2oGPTe apart as we showcase its record-breaking performance on the GAIA benchmark, outperforming Google by 15% in reasoning, tool use, and multimodal capabilities. The course transitions from theory to application through hands-on demonstrations across diverse industries. Throughout the course, you’ll gain hands-on exposure to: • The foundational architecture of AI agents within h2oGPTe • How generative and predictive AI combine to drive decision-making • Key benchmarks like GAIA that demonstrate agent performance • Deployment caveats, safety guardrails, and real-world considerations By the end, you’ll not only understand how AI agents work, but also how to implement and scale them for meaningful impact. Whether you’re curious about the future of AI or ready to build with it, this course will prepare you to move from theory to practice.
Taught by
Andreea Turcu and H2O.ai University