Head of Data Science
Schlagwörter
Data Analysis
Machine Learning
Wissenschaftliche Studien
Text Mining
HTML
PHP
Forschung
Künstliche Intelligenz
CSS
Apache Lucene
Skills
Strong/experienced applied researcher with a Doctor of Philosophy (Ph.D.) in the field of Computer Science, obtained from the University of Zagreb, Croatia. Recipient of the Fulbright Scholarship (Ph.D. level). Significant scientific research experience gathered during two postdoctoral tenures (University of Sheffield, Sheffield, UK, and Humboldt University, Berlin, Germany). Demonstrated history of working in higher education, scientific research, and the private sector.
Significant industry experience in applying Machine Learning in the BioNLP/healthcare domain, focusing on large-scale analysis of textual (unstructured), speech, audio, and graph data. Experienced in low-level resources ML and various downstream tasks. Extensive experience on various NLP-related tasks (end-to-end Information Extraction/ Text Mining pipelines, Information Retrieval, Recommendation Systems, Topic modeling, Representation Learning among others).
Skilled in Python for Machine Learning/Data Analysis/Text Mining (sklearn, keras, tensorflow, pandas, gensim, spacy, NLTK...), Web Backend and Frontend development (Flask, Tornado, PHP, jQuery, AngularJS, Angular Material, HTML, CSS), Data analysis (data preprocessing, augmenting and/or cleaning), Data Serialization (SQL and NoSQL Databases, enterprise-search platforms as SoLR/Lucene) among other.
Significant industry experience in applying Machine Learning in the BioNLP/healthcare domain, focusing on large-scale analysis of textual (unstructured), speech, audio, and graph data. Experienced in low-level resources ML and various downstream tasks. Extensive experience on various NLP-related tasks (end-to-end Information Extraction/ Text Mining pipelines, Information Retrieval, Recommendation Systems, Topic modeling, Representation Learning among others).
Skilled in Python for Machine Learning/Data Analysis/Text Mining (sklearn, keras, tensorflow, pandas, gensim, spacy, NLTK...), Web Backend and Frontend development (Flask, Tornado, PHP, jQuery, AngularJS, Angular Material, HTML, CSS), Data analysis (data preprocessing, augmenting and/or cleaning), Data Serialization (SQL and NoSQL Databases, enterprise-search platforms as SoLR/Lucene) among other.
Projekthistorie
05/2022
-
11/2022
07/2021
-
04/2022
Senior AI Specialist/ML Engineer
CompuGroup Medical SE & Co. KGaA
Combining Automatic Speech Recognition (ASR),
Natural Language Processing (NLP), Knowledge
Graphs (KG), and Machine Learning (ML) to
develop and deliver multilingual clinical
data-centric solutions for the health care industry.
Natural Language Processing (NLP), Knowledge
Graphs (KG), and Machine Learning (ML) to
develop and deliver multilingual clinical
data-centric solutions for the health care industry.
09/2020
-
06/2021
Head of NLP
Ada Health
Developing and implementing a company product
vision and mission in the area of NLP.
vision and mission in the area of NLP.
03/2019
-
08/2020
Development Engineer
Ada Health
Designed and developed NLP algorithms for
automatic information extraction (Named Entity
Recognition/Normalization, Relation Extraction,
Classification, etc.) from medical texts (scientific
publications, EHRs, etc.) to assist the medical
knowledge curation process, supported by
active learning
Organized and led the annotation efforts, in
collaboration with the medical experts
Designed and developed algorithms/pipelines for
automatic knowledge base population -
developing chatbots/Q&A systems - developing
NLP pipelines to analyze given user feedback to
support BD - developing annotation guidelines -
Mentored 2 junior colleagues
automatic information extraction (Named Entity
Recognition/Normalization, Relation Extraction,
Classification, etc.) from medical texts (scientific
publications, EHRs, etc.) to assist the medical
knowledge curation process, supported by
active learning
Organized and led the annotation efforts, in
collaboration with the medical experts
Designed and developed algorithms/pipelines for
automatic knowledge base population -
developing chatbots/Q&A systems - developing
NLP pipelines to analyze given user feedback to
support BD - developing annotation guidelines -
Mentored 2 junior colleagues
05/2003
-
02/2019
Postdoctoral Researcher
Humboldt Universität zu Berlin
Conception and (full-stack) implementation of a
search engine in the domain of oncology.
search engine in the domain of oncology.
08/2014
-
07/2015
Higher teaching assistant
Faculty of Organization and Informatics
11/2006
-
06/2014
Teaching/Research assistant
University of Zagreb
Web design and programming - Relational
Databases (I and II) - Formal methods for
information sciences - Computer algorithms and
data structures
Databases (I and II) - Formal methods for
information sciences - Computer algorithms and
data structures
08/2009
-
01/2011
Fulbright Visiting Scholar
Purdue University
Researching concepts of Information
Retrieval/Semantic Web as part of my Ph.D.
studies
Retrieval/Semantic Web as part of my Ph.D.
studies
Reisebereitschaft
Verfügbar in den Ländern
Deutschland
