Building Data Apps with Streamlit - Create Dynamic Dashboards Machine Learning Workflows and AI Chatbots with Streamlit and Python

Siddhant Sadangi

Sinossi

Turn Python Scripts into Interactive AI-Powered Apps with StreamlitBook DescriptionStreamlit has transformed how developers present data science and machine-learning work by making it effortless to turn Python scripts into interactive web applications. Building Data Apps with Streamlit provides a complete, hands-on roadmap to creating professional, production-ready apps using Streamlit’s fast, intuitive, and Pythonic framework.You begin with Streamlit’s architecture, layout system, and component ecosystem, learning how to build clean, scalable apps with widgets, callbacks, caching, and session state. The book then guides you through handling secrets, managing configurations, working with APIs and databases, and building multipage workflows that feel polished and responsive.By the end, you will build a full Streamlit solution that analyzes datasets, trains machine-learning models, and powers an AI chatbot using Google Gemini. With dedicated chapters on testing, optimization, and cloud deployment, this book equips you with the confidence and skills to create, iterate, and share high-quality Streamlit applications that bring your data and ideas to life.What you will learn● Build interactive data apps using Streamlit’s core components● Manage session state, caching, themes, and configurations effectively● Connect apps to APIs, databases, and cloud services● Integrate machine-learning workflows into Streamlit interfaces● Create and deploy an AI chatbot using Google Gemini● Test, deploy, and maintain Streamlit apps on the cloudTable of Contents1. Introduction to Streamlit2. Setting Up the Development Environment3. Creating and Deploying Your First Streamlit App4. Exploring Streamlit’s Flow and Architecture5. Persisting Data and State Across App Reruns6. Exploring Streamlit’s Page Elements7. Widget Keys and Callbacks8. Introduction to Streamlit Caching and Connections9. Managing Secrets in Streamlit10. Advanced App Management Concepts11. App Configuration Options12. Building Multipage Streamlit Apps13. Testing Streamlit Apps14. Building a Data Analysis Streamlit App15. Building a Machine Learning Streamlit App16. Building a Chatbot on Streamlit Index

Disponibile da: 13/01/2026.

Lunghezza di stampa: 334 pagine.

Scienze e tecnologia

Altri libri che potrebbero interessarti

HVAC Secrets: Fixing What's...

Quinlan Ashford

HVAC Secrets: Fixing What's Broken Simplified Guide & Explanations Included 
   
Are you eager to advance your career and reinforce your knowledge to achieve lasting success in your business mindset? 
   
Do you need a thorough guide that encompasses all the key components for transforming your business mindset? 
   
Your search ends here! 
   
This guide is your ultimate resource for enhancing your expertise, applying your skills, and engaging in hands-on exercises that prepare you for success. 
   
Updated to reflect the latest business strategies and structures. 
   
Our guide stands out due to its extensive coverage, essential for your journey toward success. Concepts are explored in depth, ensuring you gain a clear and profound understanding. 
   
Structured clearly and written in accessible language, our guide ensures smooth transitions between topics. Say goodbye to overwhelming jargon and embrace content that is clear, precise, and technically sound. 
   
So, why wait? Click the BUY NOW button, secure your guide, and embark on your path to achieving lasting success in your business mindset!

Mostra libro

A Little Bit of Land

Jessica Gigot

From midwifing new lambs to harvesting basil, Jessica Gigot invites the reader into her life on a small farm and the uncommon road that led her there. Fascinated by farming and the burgeoning local food movement, she spent her twenties wandering the Pacific Northwest, interning at small farms and doing graduate work in horticulture, always with an eye towards learning as much as she could about how and why people farm. Despite numerous setbacks and the many challenges of farming, she created a family and farm life defined by resilience and a genuine love of the land.   
In A Little Bit of Land, Gigot explores the intricacies of small-scale agriculture in the Pacific Northwest and the changing role of women in this male-dominated industry. Gigot alternates between chapters describing joys, routines, and challenges of farm life and chapters reflecting on her formative experiences in agriculture, on farms and in classrooms from Ashland to the Skagit Valley. Throughout, she explores questions of sustainability, economics, health, and food systems.

Mostra libro

The Coming Storm - Why water...

Liam Fox

Following Russia's aggressive war in Ukraine, the world is suddenly gripped by concerns over energy security. And yet, there is an even greater threat ahead – one that is much more likely to shape the events of the twenty-first century than the competition for oil or gas.
The combination of an ever-increasing global population, climate change, industrialisation, urbanisation and limited natural resources means that one difficulty, above all, will shape the political, economic and security environment in the years ahead: that is water. If people and nations will fight for fossil fuels, it is nothing compared to what they will do for the most vital natural resource of all.
As both a citizen who has supported water charities and worked in the NHS and a politician who has dealt with security and economic issues, Liam Fox tells the story of water and the problems it presents in a more complete way than ever before. The Coming Storm unites a range of concerns that are often written about separately but seldom together and provides a comprehensible and compelling call for urgent action.

Mostra libro

Converge - A futurist’s insights...

Dr. Catherine Ball

Multi-award-winning scientific futurist Dr. Catherine Ball presents insights into how technology and science are providing answers to many of the challenges the world is facing today— food shortages, war and conflict, the decline in local manufacturing, health and ageing, and global warming— and asks why we are not embracing these technologies mo.re widely. The answer in many cases is, 'Because we don't know about them!' Well, now we do. Dr Catherine opens our eyes to the amazing, wide world of technological advancements and explores the role we all have in learning more, owning the conversations, and determining what we want technology to be. What is the role AI can play in the resurgence of local manufacturing and creating new jobs? Can we vaccinate against cancer? How can drones save lives and assist Mother Nature in her fight to stop humans destroying our beloved planet? And how can we utilise the best modern technologies to live longer, healthier, and happier lives? Written with wit, tenacity, and deeply personal experiences, Converge offers an optimistic, in-depth, and fascinating investigation into the possibilities of a world where humans fully embrace technology.

Mostra libro

Aircraft's Instruments

07

This audiobook is narrated by an AI Voice.   
Knowledge of what lies behind the instrument is key, since understanding a fault can not only contribute to the management of a potential emergency, but also provides tools for decision-making regarding the use or application of other systems, instruments, etc. 
Pilot training should be thought of as an interdisciplinary set of knowledge with a common practical application: to carry out a flight safely and successfully. This new volume in the collection promotes the dissemination of complex technical topics in the same didactic manner, through simple explanations with practical applications and examples in all cases. 
We invite you to learn more about what is behind the instrument panel, and we assure you that you will find information and data that is extremely useful and applicable to operations.

Mostra libro

Toxic Water Toxic System -...

Michael Mascarenhas

The tireless resistance of local communities fighting for ownership of America's third largest water system 
 
 
  
Toxic Water, Toxic System exposes the consequences of a seemingly anonymous authoritarian state willing to maintain white supremacy at any cost—including poisoning an entire city and shutting off water to thousands of people. Weaving together narratives of frontline activists along with archival data, Michael Mascarenhas provides a powerful exploration of the political alliances and bureaucratic mechanisms that uphold inequality. 
 
 
  
Drawing from three years of ethnographic fieldwork in Flint and Detroit, this book amplifies the voices of marginalized communities, particularly African American women, whose perspectives and labor have been consistently overlooked. Toxic Water, Toxic System offers a fresh perspective on the ties between urban austerity policies, environmental harm, and the advancement of white supremacist agendas in predominantly Black and brown cities.

Mostra libro