{"product_id":"beginners-guide-to-streamlit-with-python-build-web-based-data-and-machine-learning-applications-9781484289822","title":"Beginner's Guide to Streamlit with Python: Build Web-Based Data and Machine Learning Applications","description":"\u003cp\u003eThis 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.\u003c\/p\u003e \u003cp\u003e\u003ci\u003eBeginner's Guide to Streamlit with Python\u003c\/i\u003e 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.\u003c\/p\u003e \u003cp\u003eAfter 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.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eWhat You Will Learn\u003c\/b\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eHow to start developing web applications using Streamlit\u003c\/li\u003e \u003cli\u003eWhat are Streamlit's components \u003c\/li\u003e \u003cli\u003eMedia elements in Streamlit\u003c\/li\u003e \u003cli\u003eHow to visualize data using various interactive and dynamic Python libraries\u003c\/li\u003e\n\u003cli\u003eHow to implement models in Streamlit web applications\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003eProfessionals 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.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/17\/2022\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781484289822\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 203\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.72lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.48d","brand":"Sujay Raghavendra","offers":[{"title":"Default Title","offer_id":42573259800757,"sku":"9781484289822","price":38.24,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_aa345b6b-f2c6-437b-8209-4ff463303ddd.jpg?v=1672155425","url":"https:\/\/pastforward.org\/products\/beginners-guide-to-streamlit-with-python-build-web-based-data-and-machine-learning-applications-9781484289822","provider":"Past Forward","version":"1.0","type":"link"}