ilr-human / CAS-CS-440

ARTIFICIAL INTELLIGENCE: Introduction to computer systems that exhibit intelligent behavior, in particular, perceptual and robotic systems. Topics include human-computer interfaces, computer vision, robotics, game playing, pattern recognition, knowledge representation, planning.

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CAS CS 440

repository for CAS CS 440

Contains my final project for the course.

Image Classification of COVID-19 X-rays:

Task 1:

  • 2.1 Setup
  • 2.2 Data
  • 2.3 Binary Classification COVID-19 vs. Normal
    • load image data
    • generate training and validation batches
    • build model
    • train model
    • plot accuracy and loss during training
    • plot test results
  • 2.4 TSNE plot

Task 2:

  • 2.1 Setup
  • 2.2 Data
  • 2.3 Multi-class Classification
    • load image data
    • generate training and validation batches
    • build model
    • train model
    • plot accuracy and loss during training
    • testing model
  • 2.4 TSNE plot

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ARTIFICIAL INTELLIGENCE: Introduction to computer systems that exhibit intelligent behavior, in particular, perceptual and robotic systems. Topics include human-computer interfaces, computer vision, robotics, game playing, pattern recognition, knowledge representation, planning.