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Lecture notes for 'Interpretable Machine Learning' at WUT and UoW. Summer semester 2019/2020

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https://www.youtube.com/playlist?list=PLWjm4hHpaNg6c-W7JjNYDEC_kJK9oSp0Y

## Problem This is a classification problem. On the basis of available data one needs to build and explain a predictive model for mortality of COVID-19. The most basic model...

Classification
Medical use-case

## Problem This is a binary classification problem. On the basis of historical data, models (of varying degrees of complexity) should be developed to predict the risk of suspension of...

Classification
Financial use-case

## Problem This is a regression problem. The goal is to identify, which statements made during press conferences by the Chairman of the US Federal Reserve were associated with the...

Regression
Financial use-case

## Problem This is a binary classification problem. On the basis of historical data, models (of varying degrees of complexity) should be developed to predict the chances of default (credit...

Classification
Financial use-case

### **Problem** This is a binary classification problem. On the basis of historical data, models (of varying degrees of complexity) should be developed to predict the purchase uplift of marketing...

Classification
Financial use-case

## Problem This is a regression problem. On the basis of historical data, models (of varying degrees of complexity) should be developed to predict the COMPAS scores. The best models...

Regression

## Problem This is a binary classification problem. On the basis of historical data, models (of varying degrees of complexity) should be developed to predict the odds of survival after...

Classification
Medical use-case

## Problem This is a regression problem. On the basis of historical data, models (of varying degrees of complexity) should be developed to predict Average Daily Rate. The best models...

Regression
Financial use-case

## Problem This is a regression problem. On the basis of historical data, models (of varying degrees of complexity) should be developed to predict the house sale prices. The best...

Regression
Financial use-case