Interactive Document Assistant Application, Socratic

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prerequisites
Intermediate Python Programming (event handling, callbacks) • basic ipywidgets • basic HTML formatting
skills learned
Interactive widget development • user interface design • caching strategies • error handling • performance monitoring • user feedback collection
Kannupriya Kalra & Pavan Vamsi
1 week · 4-6 hours per week · INTERMEDIATE
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catalog / Data Science / Machine Learning

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Look inside

Socratic liveProjects pair you with an AI tutor to help you learn by doing, in real time.

In this liveProject, you’ll upgrade a powerful document analysis backend into a polished, user-friendly application that anyone can operate—no technical skills required. Using IPyWidgets, interactive visualizations, and smart interface design, you’ll build a web-style experience inside Google Colab with drag-and-drop uploads, real-time processing views, an intuitive Q&A chat, and professional reporting dashboards. By completing this project, you’ll learn interface engineering, performance monitoring, caching, and other deployment-ready patterns that make advanced AI systems accessible to business users.

This project is a part of the series AI-Powered Document Assistant: From Text to Insights.
This project is designed for learning purposes and is not a complete, production-ready application or solution.

project authors

Kannupriya Kalra
Kannupriya Kalra is an engineering leader and creator of LLM4S, the first AI-native platform for Scala. She contributes to the AI open-source ecosystem through the Scala Center, LLM4S, and Google Open Source, and leads the Google Summer of Code programs for the Scala Center. Based in London, she has presented on AI in over ten countries and is passionate about empowering developers through hands-on generative AI projects and open-source contributions.
Pavan Vamsi
Pavan Vamsi is a software engineer at Microsoft’s Core AI Division in the San Francisco Bay Area, where he drives large-scale integration of Copilot into developer tools. With nearly a decade of experience in enterprise software and cloud infrastructure, he has created several open-source tools, including Prompt Cop, Prompt Craft, and Focus Pulse AI, all aimed at improving productivity, security, and AI-driven workflows.

prerequisites

This liveProject is for intermediate Python programmers who want to build enterprise-grade document processing systems with advanced architecture patterns.


TOOLS
  • Intermediate Python
  • Intermediate Google Colabs
  • Beginner Jupyter Widgets
  • Beginner OpenAI API

TECHNIQUES
  • Intermediate Document Processing Pipeline
  • Beginner Data Visualization
  • Beginner User Interface Design

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  • access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
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  • choose twelve free products per year
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