kp-algomaster / AIML_Healthcare

AIML_Healthcare

AI & ML applications in Healthcare

• Understanding Healthcare Datasets

  • Healthcare Data Exploration and Visualization

• EDA and Pre-processing of Healthcare Data

  • Data Pre-Processing with PIMA Indian Diabetes Dataset

  • Chest X-Ray Data Exploration and Pre-Processing

• Deep Learning

  • Gradient Descent Part 1

  • Gradient Descent Part 2

  • Convolutional Neural Networks

    • Implementing LeNet
    • LeNet with Batch Normalization
    • Pneumonia Classification
      • Preprocessing
      • Model Training: ResNet 18
      • Model Training: ResNet 50
    • Peripheral Blood Smear: Object Detection with Detectron2

  • Medical Prognosis: Risk Model

  • Introduction to Generative Adversial Network