With the HSA Workshops, HS Analysis provides specialized training for engineers and medical professionals to learn artificial intelligence in image processing with a focus on deep learning applications. Engineers and Doctors can learn to collaborate with HSA KIT for an interactive, efficient learning experience. Upon workshop completion, participants will receive certification in deep learning implementation skills.
Course options include:
Artificial Intelligence
Deep Learning
Classification, Object Detection, Segmentation and Instance Segmentation
Hyperparameter Optimization
Metrics for Deep Learning Models
Image Analysis of Medical Data
Day 1
Time: 1:00 PM – 5:00 PM Berlin time Duration: 4 hours
Introduction
Basics of medical imaging, AI, ML, DL and DL technologies
Types of GTD for single deep learning technologies
Protocols for creating GTD (HSA GTD Protocol)
Required minimal amount and quality of GTD
Introduction to the HSA KIT module Annotator
Practical work and creation of GTD with HSA KIT
Introduction to hyperparameters with HSA KIT for: Classification
Object Detection
Segmentation
Instance Segmentation
Practical work and training of deep learning models with HSA KIT for Classification
Object Detection
Segmentation
Instance Segmentation
Summary
Discussion
Day 2
Time: 1:00 PM – 5:00 PM Berlin time Duration: 4 hours
Validation process theory
Basics of metrics
Basics of metrics for each deep learning category
Interpretation of metrics
Decision for the best deep learning model based on metrics
Decision for the best deep learning model based on visual results
Practical work on all trained deep learning models and decision for the best model for each deep learning technology
Automated image analysis with HSA KIT
Module selection
Project creation
Use of deep learning models
Settings for deep learning models
Processing of big data
Quantification results
Archiving
Reuse of existing projects
Foundation of objective, reproducible, and sustainable image analysis on medical images
Summary
Discussion