Getting Started with Taipy: The definitive guide to creating production-ready Python applications for data professionals

Share your machine learning models, create chatbots, as well as build and deploy insightful dashboards speedily using Taipy with this hands-on book featuring real-world application examples from multiple industriesFree with your book: DRM-free PDF version + access to Packt's next-gen Reader*Key FeaturesCreate visually compelling, interactive data applications with TaipyBring predictive models to end users and create data pipelines to compare scenarios with what-if analysesGo beyond prototypes to build and deploy production-ready applications using the cloud provider of your choicePurchase of the print or Kindle book includes a free PDF eBook in full colorBook DescriptionWhile data analysts, data scientists, and BI experts have the tools to analyze data, build models, and create compelling visuals, they often struggle to translate these insights into practical, user-friendly applications that help end users answer real-world questions, such as identifying revenue trends, predicting inventory needs, or detecting fraud, without wading through complex code.This book is a comprehensive guide to overcoming this challenge. This book teaches you how to use Taipy, a powerful open-source Python library, to build intuitive, production-ready data apps quickly and efficiently. Instead of creating prototypes that nobody uses, you'll learn how to build faster applications that process large amounts of data for multiple users and deliver measurable business impact. Taipy does the heavy lifting to enable your users to visualize their KPIs, interact with charts and maps, and compare scenarios for better decision-making. You’ll learn to use Taipy to build apps that make your data accessible and actionable in production environments like the cloud or Docker.By the end of this book, you won’t just understand Taipy, you'll be able to transform your data skills into impactful solutions that address real-world needs and deliver valuable insights.*Email sign-up and proof of purchase requiredWhat you will learnExplore Taipy, its use cases, and how it's different from other projectsDiscover how to create visually appealing interactive apps, display KPIs, charts, and mapsUnderstand how to compare scenarios to make better decisionsConnect Taipy applications to several data sources and servicesDevelop apps for diverse use cases, including chatbots, dashboards, ML apps, and mapsDeploy Taipy applications on different types of servers and servicesMaster advanced concepts for simplifying and accelerating your development workflowWho this book is forIf you’re a data analyst, data scientist, or BI analyst looking to build production-ready data apps entirely in Python, this book is for you. If your scripts and models sit idle because non-technical stakeholders can’t use them, this book shows you how to turn them into full applications fast with Taipy, so your work delivers real business value. It’s also valuable for developers and engineers who want to streamline their data workflows and build UIs in pure Python.Table of ContentsIntroduction to TaipyBuilding User Interfaces with Taipy GUIConnecting to Data Sources: Exploring Taipy Core and Data NodesOrchestrating Taipy ApplicationsManaging Scenarios with TaipyDeploying Your Taipy Applications Financial Forecasting with TaipySupply Chain Management with TaipyInsurance Fraud Detection with TaipyManufacturing Planning with TaipyBuilding a LLM Chatbot with Taipy (N.B. Please use the Read Sample option to see further chapters) Read more