Please feel free to contact us if you have any questions

<aside> 💡 **Course Coordinators

Dr. Daniel Bos, MD, PhD: [email protected]
Dr. Kamran Ikram MD, PhD: [email protected] Dr. Gennady Roshchupkin, PhD: [email protected] Twitter Website**

</aside>

Slides

Date Lecture URL
22-08-2022 Introduction to data science
Slides
Relevance to epidemiology & medicine Slides
Introduction ML and AI Slides
Python practical Slides
23-08-2022 Mathematics: vectors and differentiation Slides
Mathematics: Composition/Chain rule for differentiation Slides
Introduction to Neural Networks Slides
24-08-2022 Mathematics: multivariable calculus and gradient descent Slides
25-08-2022 Introduction to Deep Learning Slides
26-08-2022 Epidemiologic thinking in data science, ML and AI Slides
AI and medical applications Slides

Home work for practical

**Jupyter Hub Link (works only via Erasmus MC network)**

Day 1

Day 3

Day 4

Links from Lectures

Data Science RoadMap

K-mean clusters interactive

K-Nearest Neighbors algorithm

ROC curve interactive

Optimization Visualization (Gradient Descent)

Neural Network initialization

Neural Network Playground

Activation Atlas

Additional Materials

Jupyter Lab Installation

Colab Overview

Why epidemiology can save your AI career

Self-learning

Starting Package Fast

Starting Package Slow

Advanced Package


VIDEOS

Practical Deep Learning for Coders 2022

Full Stack Deep Learning - Spring 2021

Neural Networks: Zero to Hero

Deep Learning With PyTorch