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

Siddhant Sadangi

Summary

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

Available since: 01/13/2026.

Print length: 334 pages.

Science & Technology

Other books that might interest you

SIMPLE Secrets: Transforming...

Eamon Ravenscroft

SIMPLE Secrets: Transforming Your Wealth Beyond Traditional Banking
Are you eager to elevate your financial acumen and master the transformative potential of Bitcoin and other modern financial strategies?
If you’re in search of a thorough guide that encompasses all the crucial elements for unlocking financial wisdom, your quest ends here!
This guide is your essential resource for deepening your understanding, honing your skills, and engaging in practical exercises. With this comprehensive framework, you are set for financial success.
Updated for the Latest Financial Landscape.
Key Highlights of this Comprehensive Guide:
- In-depth insights into the world of innovative financial strategies
- Detailed explanations of Bitcoin and its transformative potential
- Effective strategies for financial education and application
Our guide stands out with its extensive coverage, critical for achieving your financial goals. Concepts are explored in depth, ensuring clarity and comprehension.
Please note that this guide is an independent resource not affiliated with any official financial institution, designed solely for your benefit.
Crafted with a logical structure and accessible language, our guide ensures seamless transitions between topics. Bid farewell to convoluted jargon and embrace clear, concise, and technically accurate content.
So, why hesitate? Click the BUY NOW button, secure your copy, and embark on your journey to financial mastery today!
Start transforming your financial future now!

Show book

Relaxing Rain & Thunder Sounds -...

Watson Soundscapes

Do you ever wish you could silence the noise of the world, drift into a deep sleep, and finally feel rested? We get it. We've felt that way too.  
Rain has been trusted for centuries to calm the busy mind, relax the body, and create a feeling of safety. Whether you struggle with stress, insomnia, or simply want a cozy atmosphere - these sounds will give you what you need. 
Here’s what you get:11 calming tracks (over 16 hours) featuring light rain, heavy downpours, rain bouncing on the roof above, rolling thunder, and dramatic storms.Professional nature recordings captured over a winter when the rain barely stopped - we've included everything from gentle showers to powerful tropical storms - so you get a wide variety of rain & thunder soundscapes.High-quality sound, edited by an experienced audio professionalPerfect for any use—sleep, study, meditation, relaxation, or simply creating a peaceful home atmosphere.No promos, no loops, no voices, no distractions.  
You might wonder, “Will this really work for me?” ... Most other rain sounds aren’t recorded with the quality or detail that true relaxation requires. This audiobook offers a more lifelike sound — with real pouring rain, authentic thunder, and a great variety between chapters — that you won't find elsewhere. 
Whether you want to fall asleep faster, feel less anxious, or study/work with more focus, these sounds will help you. 
Listen Now!

Show book

Sleep Vibes: 25 Ambient Sleep...

Sleep Vibes - Reset Your Brain For

This premium collection draws on cutting-edge research in sound therapy and neuroscience. Each soundscape is meticulously designed to activate your brain's alpha and theta waves, creating the ideal environment for restorative sleep and deep relaxation.Whether it's the gentle hum of smoothed white noise, calming ethereal music, or soothing ambient tones, every track is engineered to reduce stress, promote mindfulness, and help you drift effortlessly into peaceful slumber. These soundscapes are more than just background noise—they're a scientifically-backed tool to optimize your nightly rest, rejuvenate your mind, and elevate your well-being.Perfect for unwinding after a long day or creating a serene bedtime ritual, this collection adapts to your unique sleep preferences, offering a variety of tones and rhythms to suit every listener. With a total runtime that spans hours of tranquility, 25 Ambient Sleep Soundscapes is your gateway to a healthier, more restful night's sleep.

Show book

Unlock Potential: Secrets to...

Orson Trumbull

Unlock Your True Potential: Secrets for a Thriving Life
⭐⭐ Simplified Guide & Explanations Included ⭐⭐
Are you eager to advance in your career while broadening your understanding of personal growth and success?
In search of an all-encompassing guide that covers everything you need to transform your life and embrace your purpose?
Your quest ends here!
This guide is your ultimate resource for enhancing your insights, applying your newfound skills, and engaging in practical exercises. With this, you're set for a successful journey.
Updated for the latest insights into thriving in life.
Key features of this enriched guide:
- Profound insights into unlocking your potential and embracing purpose
- Detailed explanations of personal growth principles
- Effective strategies for deepening connections and achieving transformation
Our guide stands out with its thorough coverage, which is crucial for your journey of self-discovery. We go beyond the basics, diving deep into each concept with clarity and precision.
Please note that this guide operates independently and is not associated with any official organizations; it is solely designed for your personal benefit.
Crafted with a logical structure and accessible language, our guide ensures a seamless flow between topics. Bid farewell to complex jargon and embrace clear, precise, and technically accurate content.
So, why delay? Click the BUY NOW button, secure your guide, and embark on your transformative journey to a thriving life!
Take the first step towards a brighter future today!

Show book

Palliative Care - Managing...

Ava Westwood

Palliative care is a specialized approach to medical care that focuses on improving the quality of life for individuals facing serious, chronic, or life-limiting illnesses. Unlike curative treatments aimed at eradicating disease, palliative care prioritizes symptom management, pain relief, and holistic support for both patients and their families. This field of healthcare is rooted in compassion, emphasizing dignity, comfort, and individualized care tailored to the needs of each patient.
The principles of palliative care are guided by a patient-centered philosophy that considers physical, emotional, social, and spiritual well-being. It is not limited to end-of-life situations but can be integrated alongside curative treatments at any stage of a serious illness. Patients suffering from conditions such as cancer, heart failure, chronic obstructive pulmonary disease (COPD), kidney disease, and neurodegenerative disorders like Alzheimer’s or Parkinson’s can benefit from palliative interventions. The goal is to enhance quality of life, alleviate distress, and provide support to both the patient and their loved ones.
A defining feature of palliative care is its interdisciplinary approach. A team of healthcare professionals—including physicians, nurses, social workers, chaplains, and therapists—collaborates to address the complex needs of patients. This holistic model ensures that care extends beyond the physical symptoms of illness to include emotional and psychological support. Effective communication is essential in palliative care, as clinicians must navigate sensitive conversations about prognosis, treatment goals, and advance care planning. By fostering open dialogue, healthcare providers empower patients to make informed decisions that align with their values and preferences.

Show book

Night Crickets and Flowing Water...

Greg Cetus

This immersive binaural audio recording invites you into the heart of a tranquil nocturnal landscape. A rich, dynamic chorus of night crickets fills the air with a steady, rhythmic hum, varying in intensity like nature’s own lullaby. Beneath it all, a gurgling stream meanders softly through the scene, its gentle flow adding a calming layer to the atmosphere. In the distant background, a low, continuous roar signals the presence of wind moving unseen through the treetops—an ever-present but soothing reminder of the vast wilderness beyond. The combination of these natural elements creates a deeply relaxing environment, ideal for meditation, stress relief, or restful sleep. Designed to replicate the serene sounds of a summer night in the wild, this recording offers a peaceful escape from the noise of modern life, wrapping listeners in a blanket of pure, undisturbed calm.

Show book