Profile Holger Arndt
Version14.08.2016
13years of experience as data scientist and software developer
6years of experience as CTO
Expert for machine learning
Certified Project Management Professional (PMP®)
As a freelance project manager and data scientist, I develop solutions for data-intensive problems and provide expert knowledge in machine learning, big data analytics, artificial intelligence, deep learning and data mining or text mining.
Personal Data
Dipl.-Ing. Holger Arndt, born 23.11.1977
Address: Gabelsbergerstr. 34, 80333 München, Germany
Phone: +49 176 780 110 10
Email:
Homepage:
Xing:
LinkedIn:
Availability
1-2 days per week, only remote
Expertise
Machine Learning
Artificial neural networks, deep learning, decision trees,linear/logisticregression, support vector machine (SVM), KNN, bagging, boosting, random forest
ClusterAnalysis
k-means, hierarchical clustering, self-organizing map (SOM), DBSCAN, t-SNE
Graphical Models
Bayesian networks, naïve Bayes, conditional random fields (CRF), hidden Markov models (HMM), linear algebra, statistics
Text Mining
Named entity recognition, relation extraction, topic models, semantic web, ontologies, Apache Lucene, Elasticsearch
Optimization Techniques
Simulated annealing, genetic algorithms,ant colony optimization
Programming Languages
Java, C, C++, C#, .NET, WPF, Matlab, PHP, JavaScript, Perl, Bash, Basic, Pascal, LaTex
Operation Systems
Windows, Linux, Xen, VMWare, Amazon AWS, VirtualBox
Databases
MySQL, MariaDB, PostgreSQL, Microsoft SQL Server, Oracle, SQLite, HSQLDB, Derby, MS Access, ORM, Hibernate
Web Technologies
HTML5, CSS3, XML, jQuery, Apache, Tomcat, Jetty, Bootstrap, REST, SOAP, Axis, AJAX, WordPress, Google Adwords, Google Analytics, Piwik
Communication Protocols
TCP/IP, EOBD, OBD-II, ISO15765-4 CAN, ISO14229 UDS, ISO14230-4 KWP2000, ISO9141-2, KWP1281, SAE-J1850, SAE-J2411, RS-232
Project Management
PMP®, Scrum, Kanban, Jira, Confluence, Mantis, ZenDesk, Word, Excel, Powerpoint, Project
Developer Tools
Eclipse, Visual Studio, IntelliJ, PhpStorm, CVS, SVN, Git, Maven, Selenium
Languages
German (mother tongue), English (professional working proficiency),
French (elementary proficiency), Italian (elementary proficiency),
Spanish (elementary proficiency)
Selected Projects
Jun 2010 – todayautoaid GmbH, Berlin, Germany
Position: CTO
Objective: development of a self-learning vehicle diagnostic system
Technologies: machine learning, neural networks, text mining, Elasticsearch, CAN, microcontrollers
Sep 2009 – May 2010autoaid GmbH, Berlin, Germany
Position: technical consultant and software developer
Objective: development of a self-learning vehicle diagnostic system
Technologies: machine learning, neural networks, text mining
Aug 2008 – Nov 2009Refined Labs GmbH, München, Germany
Position: Software Engineer Data Analytics
Objective: development of an automatic bid-management system
Technologies: Java, Linux, MySQL, SVN, machine learning, optimization techniques
Sep 2007 – Aug 2008Siemens AG, München, Germany
Position: Data scientist and software developer
Objective: development of a web-based platform for text analytics
Technologies: named entity recognition, relation extraction, topic models, Bayesian networks, graphical models
Sep 2006 – Aug 2007Siemens AG, München, Germany
Position: Data scientist and software developer
Objective: improvement of a web-based analytics and administration platform for biomedical data
Technologies: webservices, Axis, SOAP, Lucene, ontologies
Sep 2005 – Aug 2006Siemens AG, München, Germany
Position: Data scientist and software developer
Objective: development of a web-based analytics and administration platform for biomedical data
Technologies: Java, Tomcat, HTML, XML, MySQL, PostgreSQL, ORM, Hibernate
Jul 2003 – Aug 2005Siemens AG, München, Germany
Position: Data scientist and software developer
Objective: various projects in the area of computational neuroscience, implementation of algorithms and visualization tools
Technologies: Java,Matlab, C, C++, neural networks, machine learning,clustering
Education
Aug2016Project Management Institute (PMI), USA
Certified as Project Management Professional (PMP®)
Oct 1998 – Jun 2003Technical University Munich, Germany
Electrical engineering and information technology
Degree: Dipl.-Ing. Univ.
Other
Patents and publication in the area of data analytics
Own software tools for data mining and machine learning
InnoCentive Award in 2008