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Muhammad Chenariyan Nakhaee

Machine Learning Researcher

University of Twente

Biography

My name is Muhammad. I began my adventure in data science 5 years ago and since then I have been involved in a wide range of related projects such as machine learning for traffic accident data, social network analysis of Telegram messaging application, stock market prediction and my personal text mining projects. Recently I was a machine learning researcher in the Data Science at the University of Twente in the Netherlands. My project as funded by ProRail, the main Dutch company responsible for maintaining the railway infrastructure in the Netherlands. The goal of my project is to combine machine learning and big data techniques with formal method tools such as Fault Trees to help ProRail optimize their maintenance operations.

Interests

  • Machine Learning
  • Explainable Data Science
  • Social Network Analysis

Education

  • MSC Industrial Engineering, 2014-2017

    Sharif University of Technology

  • Bachelor Industrial Engineering, 2009-2014

    Polytechnique University of Tehran

Recent Posts

Explaining Machine Learning Models Using Contextual Importance and Contextual Utility

Introduction What Kinds of explanation does CIU generate? How does CIU work? A toy example: predicting breast Permutation feature …

The Happiest, Saddest, Most Energetic and Most Popular Persian Singers on Spotify

Introduction I am a music lover and like my other hobbies I am really interested in applying data science methods to it. A few months …

Analyzing the 2020 Democratic Presidential Debates - Part 2

1. Introduction It wasn’t possible for many of us to watch every 2020 Democratic Primary debate. It was important for some of us to …

Analyzing the 2020 Democratic Party Presidential Debates - Part 1

I am not a US citizen, nor have I been to the United States, but that does not mean that I should not care about the result of the US …

Going Back to the Roots! How Much Influence Did Arabic Have on Persian Literature?

Since the conquest of Persia (now Iran) by the Muslim forces in the 7th century, Arabic culture and language have had a huge influence …

Projects

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Tidy Tuesday Submissions

For 6 years I had been using python exclusively as the main tool for carrying out my data science tasks and running my experiments. …

Recent Publications

The Recent Applications of Machine Learning in Rail Track Maintenance A Survey

In this paper we reviewed the recent literature on the use of machine learning in rail track maintenance.

The Recent Applications of Machine Learning in Rail Track Maintenance A Survey

In this paper we reviewed the recent literature on the use of machine learning in rail track maintenance.

FFORT A benchmark set for fault tree analysis

This paper presents FFORT (the Fault tree FOResT) A large, diverse, extendable, and open benchmark suite consisting of fault tree …