Sign-In
Cart
Practical Mlflow for Generative AI on Databricks: Build High-Quality AI Agents from Prompt Design to Production
Paperback
Publisher Price: $79.99
Publisher: O'Reilly Media
Published: Sep 15 2026
Pages: 316
Weight: 1.12
Height: 0.67 Width: 7.00 Depth: 9.19
Language: English
Bridge the gap between cutting edge research and the practical operationalization of generative AI. This handy guide demystifies the complexities of managing GenAI applications using leading open source platform MLflow on Databricks.
What sets this book apart is its focus on the requirements of managing and deploying GenAI applications. ML and AI specialists from Databricks, authors Nuwan Ganganath, Julie Nguyen, and Chang Shi Lim take you through each stage of the development of an agentic chatbot, sharing best practices, innovative techniques, and common challenges along the way. By combining deep technical insights with interactive exercises and actionable real-world code examples, they ensure that you're equipped to implement robust GenAI applications in modern enterprise environments.
- Understand MLflow fundamentals, including core components and the tool's application to GenAI on the Databricks platform
- Build, track, and manage GenAI applications using MLflow, from prompts to the overall agentic chain
- Optimize and evaluate GenAI applications through a combination of automated LLM-assisted judges and human-in-the-loop review
- Deploy production-ready GenAI applications, leveraging Databricks' scalable infrastructure and monitoring capability
Also in
Databases
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Riccomini, Chris
Kleppmann, Martin
Paperback
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Reis, Joe
Housley, Matt
Paperback
Observability Engineering: Achieving Production Excellence
Miranda, George
Majors, Charity
Fong-Jones, Liz
Paperback
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Hardcover
The Data Warehouse Toolkit: The Definitive Guide to Dimensional Modeling
Kimball, Ralph
Ross, Margy
Paperback
Introduction to Statistics: An Intuitive Guide for Analyzing Data and Unlocking Discoveries
Frost, Jim
Paperback
Ai-Assisted Statistics for Data Scientists: 50+ Essential Concepts Using R and Python
Bruce, Andrew
Gedeck, Peter
Bruce, Peter
Paperback
Learning Tableau 2025 - Sixth Edition: Leverage Tableau's newest features to revolutionize your data storytelling with AI-enhanced insights
Milligan, Joshua N.
Paperback
The Data Storyteller's Handbook: How to create business impact using data storytelling
Greenbrook, Kat
Paperback
Database Systems: Introduction to Databases and Data Warehouses, Edition 2.0
Jukic, Nenad
Vrbsky, Susan
Sharma, Abhishek
Paperback
Microsoft Power Bi Data Analyst Associate Study Guide: Prepare for the Pl-300 Exam and Use Power Bi Successfully
Turley, Paul
Paperback
High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark
Warren, Rachel
Karau, Holden
Polak, Adi
Paperback
SQL for Data Analysis: Advanced Techniques for Transforming Data Into Insights
Tanimura, Cathy
Paperback
Mathletics: How Gamblers, Managers, and Fans Use Mathematics in Sports, Second Edition
Pelechrinis, Konstantinos
Winston, Wayne L.
Nestler, Scott
Paperback
Data Engineering Design Patterns: Recipes for Solving the Most Common Data Engineering Problems
Konieczny, Bartosz
Paperback
Data Engineering for Cybersecurity: Build Secure Data Pipelines with Free and Open-Source Tools
Bonifield, James
Paperback
SQL Server 2025 Unveiled: The Ai-Ready Enterprise Database with Microsoft Fabric Integration
Ward, Bob
Paperback
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Paperback
Head First Algorithms and Data Structures: A Learner's Guide to the Foundations of Computing
Freeman, Eric
Robson, Elisabeth
Paperback
Becoming a Data Head: How to Think, Speak, and Understand Data Science, Statistics, and Machine Learning
Goldmeier, Jordan
Gutman, Alex J.
Paperback
Observability Engineering: Achieving Production Excellence
Fong-Jones, Liz
Miranda, George
Majors, Charity
Paperback
Databricks Certified Data Engineer Associate Study Guide: In-Depth Guidance and Practice
Alhussein, Derar
Paperback
Kafka: The Definitive Guide: Real-Time Data and Stream Processing at Scale
Shapira, Gwen
Palino, Todd
Sivaram, Rajini
Paperback
Turning Data into Wisdom: How We Can Collaborate with Data to Change Ourselves, Our Organizations, and Even the World
Hanegan, Kevin
Paperback
PR Technology, Data and Insights: Igniting a Positive Return on Your Communications Investment
Weiner, Mark
Paperback
Foundations of Deep Reinforcement Learning: Theory and Practice in Python
Keng, Wah Loon
Graesser, Laura
Paperback
Product Operations: How successful companies build better products at scale
Tilles, Denise
Perri, Melissa
Paperback
Microsoft Power Bi Visual Calculations: Simplifying Dax
Stikkelorum, Madzy
Lelijveld, Marc
Ter Heerdt, Jeroen
Paperback
Databricks Data Intelligence Platform: Unlocking the Genai Revolution
Yip, Jason
Gupta, Nikhil
Paperback
High Performance Python: Practical Performant Programming for Humans
Gorelick, Micha
Ozsvald, Ian
Paperback
ML and Generative AI in the Data Lakehouse: Building and Deploying AI Applications at Scale
Haelen, Bennie
Paperback
SQL Cookbook: Query Solutions and Techniques for All SQL Users
Molinaro, Anthony
Graaf, Robert de
Paperback
Data Analytics Made Easy: Analyze and present data to make informed decisions without writing any code
Mauro, Andrea de
Paperback
Data Contracts: Developing Production-Grade Pipelines at Scale
Freeman, Mark
Sanderson, Chad
Schmidt, B. E.
Paperback
Numerical Python: Scientific Computing and Data Science Applications with Numpy, Scipy and Matplotlib
Johansson, Robert
Paperback
Kafka for Architects: Event-Driven Architecture, Logs, Microservices, Real-Time Event Processing
Gorshkova, Katya
Paperback
The Data Center as a Computer: Designing Warehouse-Scale Machines
Hölzle, Urs
Ranganathan, Parthasarathy
Barroso, Luiz André
Hardcover
Data Governance with Unity Catalog on Databricks: Implement Data and AI Governance with Databricks Data Intelligence Platform
Sreekumar, Kiran
Subbarao, Karthik
Paperback
Ai-Ready Data Blueprints: From Raw Data to Ai-Driven Innovation
Sopirala, Srikanth
Shukla, Navnit
Pham, Kien
Paperback
Non-Invasive Data Governance: The Path of Least Resistance and Greatest Success
Seiner, Robert
Paperback
Advanced Snowflake: Processing Data, Developing Applications, and Deploying ML Models at Scale
Ullah, Muhammad Fasih
Paperback
Hands-On Data Analysis with Pandas: Efficiently perform data collection, wrangling, analysis, and visualization using Python
Molin, Stefanie
Paperback
Data Analytics & Visualization All-In-One for Dummies
McFedries, Paul
Massaron, Luca
Hyman, Jack A.
Paperback
Learning Statistics with Jamovi: A Tutorial for Beginners in Statistical Analysis
Navarro, Danielle
Foxcroft, David
Paperback
iPhone 11 Pro Max Guide: Learn Step-By-Step How To Use Your iPhone Pro Max Step-By-Step
Meyer, Albrecht
Paperback
Apache Iceberg: The Definitive Guide: Data Lakehouse Functionality, Performance, and Scalability on the Data Lake
Hughes, Jason
Merced, Alex
Shiran, Tomer
Paperback
SQL Server 2025 Query Performance Tuning: Troubleshoot and Optimize Query Performance
Fritchey, Grant
Paperback
Learning Ransomware Response & Recovery: Stopping Ransomware One Restore at a Time
Preston, W. Curtis
Saylor, Michael
Paperback
Data Pipelines with Apache Airflow, Second Edition: Orchestration for Data and AI
Geusebroek, Kris
Ruiter, Julian de
Cabral, Ismael
Paperback
Practical Natural Language Processing: A Comprehensive Guide to Building Real-World Nlp Systems
Majumder, Bodhisattwa
Gupta, Anuj
Vajjala, Sowmya
Paperback
Real-Time Intelligence with Microsoft Fabric: Empowering Data-Driven Decisions in the Era of AI
Brattã S. Johan Ludvig
Geisler, Frank
Paperback
Diseño de Bases de Datos - Un enfoque práctico: Aprende a diseñar bases de datos desde el modelo conceptual hasta el modelo relacional con esta guía p
Garrido Barrientos, Sergio
Paperback
Delta Lake: The Definitive Guide: Modern Data Lakehouse Architectures with Data Lakes
Wentling, Tristen
Haines, Scott
Lee, Denny
Paperback
Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us about Who We Really Are
Stephens-Davidowitz, Seth
Paperback
Data Governance Change Management: From Drift to Direction-Why Every Data Leader Needs an ANCHOR
Agrawal, Arvind
Agrawal, Aakriti
Paperback
Agile Data Warehouse Design: Collaborative Dimensional Modeling, from Whiteboard to Star Schema
Stagnitto, Jim
Corr, Lawrence
Paperback
SQL in a Week: A Fast-Track Guide to Writing and Optimizing Queries Like a Pro
Shah, Bhumika
Dubey, Devtosh
Paperback
Apache Hudi: The Definitive Guide: Building Robust, Open, and High-Performing Data Lakehouses
Saktheeswaran, Bhavani Sudha
Xu, Shiyan
Wason, Prashant
Paperback
Data Center Critical Facilities Migration from Construction to Operations
K. Tidjani, Yekini
Paperback
Fusion Strategy: How Real-Time Data and AI Will Power the Industrial Future
Govindarajan, Vijay
Venkatraman, Venkat
Hardcover
Diseño de Aplicaciones Con USO Intensivo En Datos (Spanish Edition): Las Grandes Ideas Detrás de Los Sistemas Confiables, Escalables Y Mantenibles
Riccomini, Chris
Kleppmann, Martin
Paperback
Data and Reality: A Timeless Perspective on Perceiving and Managing Information in Our Imprecise World, 3rd Edition
Kent, William
Paperback
Unlocking Dbt: Design and Deploy Transformations in Your Cloud Data Warehouse
Cyr, Cameron
Dorsey, Dustin
Paperback
Football Analytics with Python & R: Learning Data Science Through the Lens of Sports
Erickson, Richard a.
Eager, Eric A.
Paperback
Data Modeling with Microsoft Power BI: Self-Service and Enterprise Data Warehouse with Power BI
Ehrenmueller-Jensen, Markus
Paperback
PostgreSQL 16 Administration Cookbook: Solve real-world Database Administration challenges with 180+ practical recipes and best practices
Angelakos, Jimmy
Ciolli, Gianni
Mejías, Boriss
Paperback
Building Data Integration Solutions: Unifying Data for Enhanced Decision Making
Borthen, Jay
Paperback
Mastering PostgreSQL 17 - Sixth Edition: Elevate your database skills with advanced deployment, optimization, and security strategies
Schönig, Hans-Jürgen
Paperback
Introduction to Statistics: An Intuitive Guide for Analyzing Data and Unlocking Discoveries
Frost, Jim
Hardcover
Architecting an Apache Iceberg Lakehouse: A Scalable, Open-Source Data Platform
Merced, Alex
Paperback
Big Data in Der Mobilität: Akteure, Geschäftsmodelle Und Nutzenpotenziale Für Die Welt Von Morgen
Müller-Peters, Horst
Gatzert, Nadine
Knorre, Susanne
Paperback
Stream Processing with Apache Flink: Fundamentals, Implementation, and Operation of Streaming Applications
Hueske, Fabian
Kalavri, Vasiliki
Paperback
Apache Polaris: The Definitive Guide: Enriching Apache Iceberg Data Lakehouses with an Open Source Catalog
Madson, Andrew
Merced, Alex
Shiran, Tomer
Paperback
How to Interpret Data: Using Data to Improve Your Influence and Decision-Making
Kelly, Nicholas
Paperback
The Data Product Playbook: Designing and Delivering Data Products that Power Decisions, Analytics, and AI
Koenders, Willem
Paperback
The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition
Friedman, Jerome
Hastie, Trevor
Tibshirani, Robert
Hardcover
R in Action, Third Edition: Data Analysis and Graphics with R and Tidyverse
Kabacoff, Robert I.
Paperback
Statistics Every Programmer Needs: Practical Python Implementations and Quantitative Methods
Sutton, Gary
Paperback
A Comprehensive Introduction to Python: From the Basics to Data Analytics: From the Basics to Data Analytics
Masloff, Jackie
Paperback
Learn PostgreSQL - Second Edition: Use, manage and build secure and scalable databases with PostgreSQL 16
Ferrari, Luca
Pirozzi, Enrico
Paperback
SQL for Data Analytics - Fourth Edition: Analyze data effectively, uncover insights and master advanced SQL for real-world applications
Goldwasser, Matt
Shan, Jun
Li, Haibin
Paperback
Inteligencia Artificial Con Python: Sistemas de aprendizaje, Machine Learning y Deep Learning explicados de forma clara y práctica.
Selles Rodenas, Juan Ignacio
Paperback
The Definitive Guide to Microsoft Fabric: From discovery to building a unified, secure, and scalable data platform
Riehl, Jean-Pierre
Maneu, Christopher
Beau, Emilie
Paperback
The Expert's Guide to SQL Server: Tuning, Security, and Cloud Migration
Pasam, Venkata Reddy
Andiappan, Petchikumar
Paperback
SAP S/4hana Financial Accounting Certification Guide: Application Associate Exam
Pougkas, Stefanos
Paperback
Data as a Product Driver: Strategies for Aligning Data and Product Teams to Transform Organizations
Gumara Rigol, Xavier
Paperback
Analytics Engineering with SQL and Dbt: Building Meaningful Data Models at Scale
Machado, Rui
Russa, Hélder
Paperback
Effective Data Governance: Design a Framework That Works for Your Organization
Askham, Nicola
Paperback
From Data to Dollars: Getting Started with Data Analytics and AI in Startups
Sidoruk, Piotr
Paperback
Natural Language Processing with Pytorch: Build Intelligent Language Applications Using Deep Learning
Rao, Delip
McMahan, Brian
Paperback
Databricks Data Intelligence Platform: Powering the Agentic Era
Gupta, Nikhil
Wojtyczka, Marcin
Yip, Jason
Paperback
Data Modeling for MongoDB: Building Well-Designed and Supportable MongoDB Databases
Hoberman, Steve
Paperback
SQL for Data Scientists: A Beginner's Guide for Building Datasets for Analysis
Teate, Renee M. P.
Paperback
Data Science at the Command Line: Obtain, Scrub, Explore, and Model Data with UNIX Power Tools
Janssens, Jeroen
Paperback
Mastering PostgreSQL Administration: Internals, Operations, Monitoring, and Oracle Migration Strategies
Samayam, Arun Kumar
Kadambari, Phani
Ravi Kumar, Y. V.
Paperback