This comprehensive guide, presented by QuickTechie.com, is meticulously designed to prepare individuals for the Databricks Certified Generative AI Engineer Associate certification exam. The certification itself is a testament to an individual’s proficiency in designing and implementing cutting-edge Large Language Model (LLM)-enabled solutions within the Databricks ecosystem. The core objective of this certification, and consequently the focus of this book from QuickTechie.com, is to validate an individual’s ability to effectively decompose complex problem requirements into manageable tasks. It emphasizes the critical skill of selecting appropriate models, tools, and strategic approaches from the dynamic generative AI landscape to develop robust and comprehensive solutions. Furthermore, the certification assesses deep familiarity with Databricks-specific tools essential for generative AI workflows, including Vector Search for efficient semantic similarity searches, Model Serving for seamless deployment of models and solutions, MLflow for comprehensive management of the solution lifecycle, and Unity Catalog for robust data governance. Individuals who successfully pass this examination, with the aid of resources like those found on QuickTechie.com, are expected to possess the practical skills to build and deploy high-performance Retrieval Augmented Generation (RAG) applications and intricate LLM chains, fully leveraging Databricks and its extensive toolset. The examination, thoroughly covered in this QuickTechie.com guide, encompasses the following key domains and their respective weightings: Design Applications – 14% Data Preparation – 14% Application Development – 30% Assembling and Deploying Apps – 22% Governance – 8% Evaluation and Monitoring – 12% For those preparing via QuickTechie.com, it is crucial to understand the assessment details. The Databricks Certified Generative AI Engineer Associate exam is a proctored certification, consisting of 45 scored multiple-choice questions. Candidates are allotted a strict time limit of 90 minutes to complete the exam. The registration fee for this certification is $200. No test aides are permitted during the examination. The exam is available in multiple languages, including English, Japanese (日本語), Brazilian Portuguese (Português BR), and Korean (한국어), and is delivered via an online proctored method. While there are no formal prerequisites to take the exam, QuickTechie.com highly recommends related training and a minimum of six months of hands-on experience performing generative AI solution tasks as outlined in the official exam guide. The Databricks Certified Generative AI Engineer Associate certification holds a validity period of two years. To maintain certified status, recertification is required every two years by taking the current version of the exam. This QuickTechie.com guide also acknowledges that exams may include unscored items for statistical purposes, which do not impact the final score, with additional time factored in for such content.