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Getting Started with Taipy

Getting Started with Taipy

By : Eric Narro
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Getting Started with Taipy

Getting Started with Taipy

By: Eric Narro

Overview of this book

While 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 required
Table of Contents (22 chapters)
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1
Part 1: Understanding Taipy and Its Components
8
Part 2: Building Real-World Applications with Taipy
13
Part 3: Advanced Taipy: Building Efficient and Complex Apps

Managing Scenarios with Taipy

Here, we’ll dive into Scenario Management. In Chapter 4, we discovered the orchestration process, and how the Scenario element plays a central role. Task orchestration is a technical concept that involves data transformation. Scenario Management leverages task orchestration, but it goes beyond that by adding functionalities that allow users to compare estimates or predictions, run data science or optimization algorithms, and compare outcomes at different periods in time, or with other hypotheses (such as comparing optimistic versus pessimistic predictions).

This chapter covers transforming your orchestration pipelines into Scenario Management tools. We’ll introduce important concepts such as cycles and Scenario comparison.

Taipy is all about bringing your algorithms to end users. This chapter is a fantastic opportunity to think about the business side (or the functional side) of your Taipy applications. You can imagine Data Nodes as...

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Getting Started with Taipy
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