Open in app

Sign In

Write

Sign In

Mateusz Krzyziński
Mateusz Krzyziński

18 Followers

Home

About

Published in ResponsibleML

·Pinned

Responsible Machine Learning for Survival Analysis

A brief introduction to survival analysis and the use of machine learning models in this area — You can skip the first two sections if you know what a survival analysis is. Otherwise, read to get your intuition about this kind of analysis. What is survival analysis? Let us start by defining the type of task. Survival analysis is used to predict the time until some specific event occurs for a…

Xai

9 min read

Responsible Machine Learning for Survival Analysis
Responsible Machine Learning for Survival Analysis
Xai

9 min read


Published in ResponsibleML

·Pinned

How to overcome the dependency pitfall in explaining predictive model?

The answer is to use Aspect — a new module in the dalex Python package. — Motivation Let’s start with philosophy. Yes, literally, philosophy. The whole is greater than the sum of the parts. — Aristotle You may now be wondering how this timeless thought relates to explaining machine learning models? We’ll find out soon! In the real world, we come across data with dependencies. It is…

Xai

7 min read

How to explain your model avoiding the dependency pitfall?
How to explain your model avoiding the dependency pitfall?
Xai

7 min read


Published in ResponsibleML

·Pinned

Case study XAI — hotel booking cancellation use case

Overview of model exploration using XAI (eXplainable Artificial Intelligence) methods. In this post, we present an example of the use of XAI methods for analyzing and building explanations for a complex model that predicts the risk of hotel booking cancellation. We won’t go into the technical details of the methods…

Basic Xai

8 min read

Case study XAI — hotel booking cancellation use case
Case study XAI — hotel booking cancellation use case
Basic Xai

8 min read

Mateusz Krzyziński

Mateusz Krzyziński

18 Followers

Help

Status

Writers

Blog

Careers

Privacy

Terms

About

Text to speech