Web App Development Made Simple with Streamlit
By :
Web App Development Made Simple with Streamlit
By:
Overview of this book
This book is a comprehensive guide to the Streamlit open-source Python library and simplifying the process of creating web applications. Through hands-on guidance and realistic examples, you’ll progress from crafting simple to sophisticated web applications from scratch. This book covers everything from understanding Streamlit's central principles, modules, basic features, and widgets to advanced skills such as dealing with databases, hashes, sessions, and multipages.
Starting with fundamental concepts like operation systems virtualization, IDEs, development environments, widgets, scripting, and the anatomy of web apps, the initial chapters set the groundwork. You’ll then apply this knowledge to develop some real web apps, gradually advancing to more complex apps, incorporating features like natural language processing (NLP), computer vision, dashboards with interactive charts, file uploading, and much more. The book concludes by delving into the implementation of advanced skills and deployment techniques.
By the end of this book, you’ll have transformed into a proficient developer, equipped with advanced skills for handling databases, implementing secure login processes, managing session states, creating multipage applications, and seamlessly deploying them on the cloud.
Table of Contents (23 chapters)
Preface
Chapter 1: Getting to Know Streamlit – A Brief Overview
Chapter 2: Setting Up the Python Coding Environment
Chapter 3: Exploring Streamlit’s Features and Functionality
Part 2: Building a Basic Web App for Essential Streamlit Skills
Chapter 4: Streamlit Essentials – Configuring the Environment, Managing Packages, and More
Chapter 5: Organizing and Displaying Content with Columns, Expanders, and NLP Techniques
Chapter 6: Implementing NLP Techniques for Text Analysis and Processing in Streamlit
Chapter 7: Sharing and Deploying Your Apps on the Cloud Using Streamlit Share
Part 3: Developing Advanced Skills with a Covid-19 Detection Tool
Chapter 8: Advanced Environment Setup and Package Management for Building an AI-Powered Web App
Chapter 9: Optimizing Streamlit Web App UX with Customization and UI Features
Chapter 10: Utilizing Pretrained Models to Create Specialized and Personalized Web Applications
Chapter 11: Deploying and Managing Complex Libraries on Streamlit Share
Part 4: Advanced Techniques for Secure and Customizable Web Applications
Chapter 12: Smart File Uploading – Advanced Techniques for Professional Web Applications
Chapter 13: Creating a Secure Login and Signup Process for Web Applications
Chapter 14: Customizing Pages, Personalizing Themes, and Implementing Multi-Pages
Chapter 15: Enhancing Web Apps with Forms, Session State, and Customizable Subdomains
Chapter 16: Takeaways and Conclusion
Index
Other Books You May Enjoy
Customer Reviews