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 industries
Key Features
Create visually compelling, interactive data applications with Taipy
Bring predictive models to end users and create data pipelines to compare scenarios with what-if analyses
Go beyond prototypes to build and deploy production-ready applications using the cloud provider of your choice
Purchase of the print or Kindle book includes a free PDF eBook in full color
Book 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.
Getting Started with Taipy is your 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 discover how to use Taipy to create apps that make your data accessible and actionable for end users in production environments, such as cloud services or Docker containers.
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.What you will learn
Explore Taipy, its use cases, and how it's different from other projects
Discover how to create visually appealing interactive apps, display KPIs, charts, and maps
Understand how to compare scenarios to make better decisions
Connect Taipy applications to several data sources and services
Develop apps for diverse use cases, including chatbots, dashboards, ML apps, and maps
Deploy Taipy applications on different types of servers and services
Master advanced concepts for simplifying and accelerating your development workflow
Who 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.
Sprache
Verlagsort
Zielgruppe
Maße
Höhe: 235 mm
Breite: 191 mm
ISBN-13
978-1-83620-381-0 (9781836203810)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Klassifikation
Eric Narro is a passionate data analyst and Python enthusiast with experience in insurance and agriculture. He transitioned from the wine industry to programming and data analysis, moved by the need for tools that enable professionals with little programming skills to create data applications.
In 2022, he discovered Taipy, fell in love with its concept and quickly became an active contributor. He has written several articles on Taipy's main components, Taipy Gui and Taipy Core, and frequently uses Taipy to develop prototypes, dashboards, chatbots, and specialized apps. Eric is also engaged in contests, active on social media, and has actively contributed by suggesting new features and reporting bugs.
Table of Contents
Introduction to Taipy
Building User Interfaces with Taipy GUI
Connecting to Data Sources: Exploring Taipy Core and Data Nodes
Orchestrating Taipy Applications
Managing Scenarios with Taipy
Deploying Your Taipy Applications
Financial Forecasting with Taipy
Supply Chain Management with Taipy
Insurance Fraud Detection with Taipy
Manufacturing Planning with Taipy
Building a LLM Chatbot with Taipy
Handling Big Data in Taipy Applications
Utilizing Partials and Asynchronous Callbacks in Taipy
Embedding Iframes in Your Taipy Applications
Exploring Taipy Designer (Enterprise Version)
Case Studies: How Organizations Use Taipy