Projects

AI Document Summarizer Project

Build a document summarizer: file upload, text extraction, chunking, summarization pipeline, and a simple web UI.

10 lessons 10 views All Levels Free
Start lesson 1
AI Document Summarizer Project tutorial

Course contents

Architecture

1 System Design for Summarizer 5 min 2 PDF Text Extraction Options 5 min 3 Chunking Long Documents 5 min

Build

4 Summarization Prompt Templates 5 min 5 ASP.NET Core API for Upload 5 min 6 Background Jobs for Processing 5 min 7 Display Results in UI 5 min

Quality

8 Handle Hallucinations and Citations 5 min 9 Security: PII and File Scanning 5 min 10 Demo and Portfolio Tips 5 min

How this course is organized

  • Each lesson includes overview, steps, code, and interview tips
  • Use the sidebar on lesson pages to navigate
  • Content is original to Toolliyo—not copied from other sites
Begin first lesson Interview Q&A

Course quizzes

RAG-based Search System Project — Practice Quiz Prompt Engineering — Practice Quiz Multi-Agent System Project — Practice Quiz

Test your knowledge

Quizzes linked to this course—pass to earn certificates.

RAG-based Search System Project — Practice Quiz
Test your understanding of RAG-based Search System Project. Retrieval-Augmented Generation…
Advanced 15 min
Prompt Engineering — Practice Quiz
Test your understanding of Prompt Engineering Tutorial. Write effective prompts for LLMs a…
Intermediate 15 min
Multi-Agent System Project — Practice Quiz
Test your understanding of Multi-Agent System Project. Orchestrate multiple AI agents for …
Advanced 15 min
ML.NET — Practice Quiz
Test your understanding of ML.NET Tutorial. Machine learning inside .NET applications.
Intermediate 15 min
Chatbot with Memory Project — Practice Quiz
Test your understanding of Chatbot with Memory Project. Stateful chatbot with conversation…
Advanced 15 min
AI Fundamentals — Practice Quiz
Test your understanding of AI Fundamentals Tutorial. ML concepts, neural networks intro, a…
Intermediate 15 min
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