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
https://1drv.ms/p/s!ApQgi8aDTVJCs-V971nQQweCYd1W5A?e=5fR2Ht
Relevance to epidemiology & medicine https://1drv.ms/b/s!ApQgi8aDTVJCs-dHzlKiqH0PzPUyjA?e=Y7v8hw
Introduction ML and AI https://1drv.ms/p/s!ApQgi8aDTVJCs-YBi_T--ue4CTaOcQ?e=6SeQKe
Python practical https://1drv.ms/p/s!ApQgi8aDTVJCs-V-Eicu9hABifgMlA?e=isyjSY
23-08-2022 Mathematics: vectors and differentiation https://1drv.ms/b/s!ApQgi8aDTVJCs-dJhX6Y0mgcrQeTow?e=qg3Ux8
Mathematics: Composition/Chain rule for differentiation https://1drv.ms/b/s!ApQgi8aDTVJCs-dJhX6Y0mgcrQeTow?e=qg3Ux8
Introduction to Neural Networks https://1drv.ms/p/s!ApQgi8aDTVJCs-YD22pLMrzA_tlinQ?e=q1RWnN
24-08-2022 Mathematics: multivariable calculus and gradient descent https://1drv.ms/b/s!ApQgi8aDTVJCs-dJhX6Y0mgcrQeTow?e=qg3Ux8
25-08-2022 Introduction to Deep Learning https://1drv.ms/p/s!ApQgi8aDTVJCs-YHb-HP5OEAIYjcIg?e=cL2Wzv
26-08-2022 Epidemiologic thinking in data science, ML and AI https://1drv.ms/b/s!ApQgi8aDTVJCs-dI9XC2XaAZWDww9w?e=BPftTs
AI and medical applications https://1drv.ms/p/s!ApQgi8aDTVJCs-YFwV-gjLEI09yYBQ?e=Yeg1TG

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