Looking beyond accuracy to improve trust in machine learning 01/09/18 by Shirin Elsinghorst Because complex machine learning models are essentially black boxes and too complicated to understand, we need to use approximations to get a better understanding of how they work, e.g. with LIME. Read more Leave your thoughts
Explore Predictive Maintenance with flexdashboard 11/02/17 by Shirin Elsinghorst You can interactively explore different analysis techniques for Predictive Maintenance with this flexdashboard. Read more Leave your thoughts
Data Science for Fraud Detection 09/06/17 by Shirin Elsinghorst I am going to show an example of how Data Science techniques can be used to identify fraud in financial transactions. I will offer some insights into the inner workings of fraud analysis. Read more Leave your thoughts
Social Network Analysis and Topic Modeling of codecentric’s Twitter friends and followers 07/25/17 by Dr. Shirin Glander Recently, Matthias Radtke has written a very nice blog post on Topic Modeling of the codecentric Blog Articles, where he... Read more Leave your thoughts
Topic Modeling of the codecentric Blog Articles 01/03/17 by Matthias Radtke What is a good clustering of the codecentric blog articles? What are dominant topics and how do these change over time? With LDA topic modeling we use machine learning for the analysis of our blog. Read more Leave your thoughts
Spark 2.0 – Datasets and case classes 07/28/16 by Daniel Pape The brand new major 2.0 release of Apache Spark was given out two days ago. One of its features is... Read more Leave your thoughts
Spam classification using Spark’s DataFrames, ML and Zeppelin (Part 1) 06/23/16 by Daniel Pape This is the first entry in a series of blog posts about building and validating machine learning pipelines with Apache... Read more Leave your thoughts
The Machinery behind Machine Learning – A Benchmark for Linear Regression 01/14/16 by Stefan Kühn This is the third post in the “Machinery behind Machine Learning” series and after all the “academic” discussions it is... Read more Leave your thoughts
The Machinery behind Machine Learning – Part 2 04/21/15 by Stefan Kühn Machine Learning is one of the hottest topic on the web. But how do machines learn? And do they learn... Read more Leave your thoughts