AI Engineering - Chris

AI Engineering - Chris

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Project Idea Definition

[Describe your project idea in a few sentences]

Title: Convert PDF with medical image evaluation into medical report text

Title: Medical Reporting Text Generation from Image Analysis Tools

Problem: Many image evaluation algorithms and tools are used daily in the radiology workflow, while AI represents the most promising application for image analysis.

AI Applications usually produce outputs in PDF, DICOM format, or a combination, as classification and segmentation are common tasks in medical image analysis.

The additional images are stored and reviewed in the PACS, leading to an increased workload for radiologists when creating the medical report for referring physicians.

Solution: Support Radiologists by organizing multiple image analysis applications.

Use the PDF (e.g. vertebral lesion detection) to generate a text section that describes and summarizes the findings for use in the medical report, following the RSNA Guidelines.

  1. Anonymization
  2. Preprocessing

Features:

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Main Topics of Learning Materials
  • Fundamentals of AI, Machine Learning, LLM’s
    • Evolution of AI - History of Machine Learning
    • What changed with LLM’s - ChatGPT Revolution
    • Current market leads and differences between them
  • Natural Language Processing
    • Data Preprocessing
    • Data Cleaning
  • API Integration with AI models
    • Structured Output
  • Prompt Engineering
  • GenAI Ethics
  • Advanced GenAI
    • Retrieval Augmented Generation (RAG)
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Week 8-9 - Finalizing and Deploying the Project