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

Siddhant Sadangi

Beschreibung

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

Verfügbar seit: 13.01.2026.

Drucklänge: 334 Seiten.

Wissenschaft & Technologie

Weitere Bücher, die Sie mögen werden

The Emotional First Aid Kit - A...

PsyD Cynthia L. Alexander

The second edition of this book is written for anyone who wants to change his or her life through bariatric weight loss surgery. Learn realistic and practical strategies for dealing with emotional difficulties encountered before and after your weight loss surgery that help you: 
 
 
 
● Relieve stress without using food 
 
 
 
● Modify unhealthy behavior 
 
 
 
● Overcome hurdles to establishing a consistent exercise program 
 
 
 
● Deal with negative reactions by friends, family, and spouse to your weight loss 
 
 
 
● Prevent relapse . . . and more.

Zum Buch

CryptoCraft - Cryptocurrency...

Sophia Grayson

Discover the keys to profitable cryptocurrency trading by downloading our in-depth book, "CryptoCraft: Cryptocurrency Market Dynamics - Analyzing Trends for Optimal Trading Outcomes." Ready to navigate the confusing world of digital assets and acquire knowledge that can help you trade with the best possible outcomes? Seek no more!
Are you interested in trading cryptocurrencies but need help figuring out where to start? Explore a realm of knowledge that is beyond the fundamentals. We go deeply into the cryptocurrency market dynamics in this book, giving you the skills and techniques you need to assess trends properly. Regardless of your experience level, this in-depth guide will provide the tools to navigate the unstable cryptocurrency market and confidently make wise judgments.
Imagine being able to interpret market patterns, spot new possibilities, and maximize your trading profits. Imagine yourself applying technical and fundamental analysis, taking calculated risks, and confidently navigating bull and bear markets. By using this book, you can get the trading proficiency you want. Take your trading to the next level and position yourself for more tremendous success than before.
Regardless of your trading style—day, swing, or long-term—this book is the best resource for figuring out the complex world of cryptocurrency trading. Arm yourself with the information, tactics, and understanding required to maximize each trade opportunity. Today is the first step on your path to becoming an expert and profitable cryptocurrency trader!

Zum Buch

Aerospace Engineering - The...

Phil Gilberts

Aerospace engineering encompasses a broad range of disciplines, including aerodynamics, which studies how air flows around objects like aircraft wings; propulsion systems, which power vehicles through the atmosphere or space; materials science, which focuses on developing lightweight yet durable materials for aerospace applications; and avionics, which involves designing and implementing electronic systems for navigation, communication, and control. 
  
Additionally, aerospace engineers work on structural design to ensure that vehicles can withstand the stresses of flight and space travel, as well as thermal management to regulate temperatures in extreme environments. They also contribute to the development of guidance and control systems to maintain stability and control during flight. 
  
Moreover, aerospace engineering extends beyond Earth's atmosphere, with space exploration being a significant area of focus. This includes designing spacecraft for missions to satellites, communication and observation, etc. Overall, aerospace engineering plays a crucial role in advancing our understanding of the universe and expanding our capabilities beyond the confines of our planet.

Zum Buch

Secrets of Desire: How a Brain...

Orson Fellsworth

Secrets of Desire: How a Brain Chemical Shapes Your World
⭐⭐ Simplified Guide & Explanations Included ⭐⭐
Are you eager to delve deeper into the motivations that drive your choices and enhance your understanding of how brain chemicals influence your world?
Searching for an all-encompassing resource that covers everything you need to unlock profound insights into your motivations and choices?
Your quest ends here!
This guide is your ultimate companion for enhancing your understanding, applying your knowledge, and participating in engaging exercises. With this resource, you're prepared for success.
Updated to reflect the latest developments in understanding desire and motivation.
Key features of this comprehensive guide:
- In-depth insights into the mechanics of desire and motivation
- Thorough explanations of the brain chemicals involved in shaping choices
- Effective strategies for understanding and harnessing your motivations
Our guide stands apart through extensive exploration of each topic, essential for your personal growth and understanding. Concepts are not just lightly touched upon; they are explored in depth with clarity.
Crafted with a straightforward approach and clear language, our guide ensures seamless transitions between topics. Say farewell to complicated 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 journey to unlocking the secrets of desire and how they shape your world!

Zum Buch

Metaverse and NFT: Discovering...

Donn Newman

Two manuscripts in one audiobook:Metaverse for Beginners: The Ultimate Guide to Understanding and Investing in Web 3.0, NFTs, Crypto Gaming, and Virtual RealityNFT for Beginners: An Essential Guide to Understanding and Investing in Non-fungible Tokens and Crypto Art 
In part one of this audiobook, you will:Explore the history of the MetaverseUnderstand what a Metaverse is under its many definitionsLearn all about different technologies that can be used to create a MetaverseLearn about the benefits and risks of investing in the MetaverseDiscover how cryptocurrency and NFTs play into the MetaverseMaster how to make money in the MetaverseUnderstand how the Metaverse will affect your future 
In part two of this audiobook, you will:Learn what an NFT isDiscover the implications of non-fungibility and how you can take advantage of itLearn how the blockchain works and why it makes NFTs possibleUnderstand the importance of Ethereum to all things NFT relatedLearn how to create your very own NFTsUnderstand the dos and don’ts when it comes to making smart investment decisionsDiscover the best sites to list, buy, and sell your NFTSLearn all about these tokens’ real-world applications and how they’re revolutionizing industriesDiscover how smart contracts work to keep you safeLearn about the very real risks of trading NFTs and how to be safe with themDiscover the most successful Crypto artworks to inspire your next one or next investment 
Add this audiobook to your cart now to learn more about Metaverse and NFT!

Zum Buch

Moonlight Elk - One Woman's Hunt...

Chris Tiegreen

Christie Green learned to hunt in order to complement the food she grew in her garden. As an act of practical agency this fulfilled her needs, yet a restlessness stirred within. She longed for a life defined by something deeper than cultural norms. Could she travel beyond the supposed domain of women and venture into the wild, where men were said to prevail? 
 
 
 
Here, hunting in the wild, the moon cycles through her, rising and falling, whispering messages from the dark side. Rather than circle the hot insistence of a masculine sun, Green begins to attune to the more elusive, mysterious murmuration of the moon. Animals and dreams, lunar partners, choreograph Green through time and space. She longs to dream, toil, live, and love at the edges of the fertile ecotones where she can withdraw inward, retreat like an animal into hiding, and then come into full, radiant view on her own terms. Green sheds the burdens of her domestic self and witnesses the animals defying reason as they walk her into their world, ambling her along, straddling night and day, waking and sleeping. Through them, definitions of gender dissolve and boundaries blur. In the process, Green eclipses western society's definitions of her as a woman, mother, lover, and entrepreneur, courageously birthing her own independence through a profound connection to the animals and the places they call home.

Zum Buch