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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Beginner's Guide to Streamlit with Python
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Beginner's Guide to Streamlit with Python
Sujay Raghavendra (Broschiert, Englisch)
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Beschreibung
This book will teach you the basics of Streamlit, a Python-based application framework used to build interactive dashboards and machine learning web apps. Streamlit reduces development time for web-based application prototypes of data and machine learning models. As you’ll see, Streamlit helps develop data-enhanced analytics, build dynamic user experiences, and showcases data for data science and… machine learning models. Beginner's Guide to Streamlit with Python begins with the basics of Streamlit by demonstrating how to build a basic application and advances to visualization techniques and their features. Next, it covers the various aspects of a typical Streamlit web application, and explains how to manage flow control and status elements. You’ll also explore performance optimization techniques necessary for data modules in a Streamlit application. Following this, you’ll see how to deploy Streamlit applications on various platforms. The book concludes with a few prototype natural language processing apps with computer vision implemented using Streamlit. After reading this book, you will understand the concepts, functionalities, and performance of Streamlit, and be able to develop dynamic Streamlit web-based data and machine learning applications of your own. What You Will Learn How to start developing web applications using Streamlit What are Streamlit's components Media elements in Streamlit How to visualize data using various interactive and dynamic Python libraries How to implement models in Streamlit web applications Who This Book Is For Professionals working in data science and machine learning domains who want to showcase and deploy their work in a web application with no prior knowledge of web development. 48,14 €
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Technische Daten
Erscheinungsdatum
17.12.2022
Sprache
Englisch
EAN
9781484289822
Herausgeber
APRESS
Sonderedition
Nein
Autor
Sujay Raghavendra
Seitenanzahl
203
Einbandart
Broschiert
Buch Untertitel
Build Web-Based Data and Machine Learning Applications
Autorenporträt
Sujay Raghavendra is an IT professional with a Master’s Degree in Information Technology. His research interests include machine learning, computer vision, NLP, and deep learning. He has been a consultant for multiple research centers in various universities. He has published many research articles in international journals and is the author of the book “Python Testing with Selenium” published by Apress.
Schlagwörter
Artificial Intelligence, Machine Learning, Python, Data Science, Natural Language Processing, Data Visualization
Thema-Inhalt
UYQ - Künstliche Intelligenz
UYQM - Maschinelles Lernen
UMX - Programmier- und Skriptsprachen, allgemein
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Apress, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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