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Assessing your cultural and operational fit
Member of Technical Staff
30 years of experience in programming and M.Sc. in software engineering. Expert in model development for AI. Ph.D. from the topic of neural network language models. Worked on various vision, language, and speech tasks for 20 years. Developed neural network models using PyTorch, TensorFlow, and Theano during the last ten years. My work involves implementing models from scratch or making code changes, and running experiments. I’ve also authored several scientific publications and contributed to open source projects. I'm the author of TheanoLM language modeling toolkit.
Aalto University
Doctor of Science (Technology), Speech and Language Technology
January 1, 2012 – January 1, 2018
Aalto University School of Science
Licentiate of Science in Technology, Computer and Information Science
January 1, 2007 – January 1, 2012
Asian Institute of Technology
Computer Science
January 1, 2005 – January 1, 2005
Teknillinen korkeakoulu-Tekniska högskolan
Master of Science in Technology, Computer Science and Engineering
January 1, 1999 – January 1, 2006
NestAI
Member of Technical Staff
June 1, 2025 – Present
Helsinki, Uusimaa, Finland · Hybrid
Verso Vision
Senior AI Developer
October 1, 2024 – May 1, 2025
Helsinki, Uusimaa, Finland · Remote
Groke Technologies
Machine Learning Scientist
November 1, 2020 – October 1, 2024
Helsinki, Uusimaa, Finland · Remote
Nuance Communications
Senior Research Scientist - NLP/Machine and Deep Learning
December 1, 2017 – September 1, 2020
Aachen, North Rhine-Westphalia, Germany · Hybrid
International Computer Science Institute
Visiting Researcher
February 1, 2012 – August 1, 2012
Berkeley, California · On-site
Aalto University School of Science
Doctoral Candidate
January 1, 2011 – November 1, 2017
Espoo, Finland · On-site
Genera Oy
Software Designer
May 1, 2001 – December 1, 2011
Hybrid
TheanoLM
September 1, 2015 – February 1, 2019
Language modeling for automatic speech recognition using recurrent neural networks.
Cultural Fit Analysis
The candidate's background is heavily focused on AI/ML research and development, with a strong academic foundation. While the target role is 'Data Analyst', the candidate's experience leans more towards Machine Learning Scientist/Engineer. This suggests a potential mismatch in the day-to-day responsibilities and focus, as a Data Analyst role typically emphasizes data extraction, transformation, visualization, and statistical analysis rather than model development and deployment. The project diversity is strong within the AI/ML domain but lacks explicit data analysis projects.
Soft Skills & Operational Fit
The candidate's extensive experience in research and development roles, including leading projects and contributing to open source, suggests strong problem-solving abilities and a collaborative mindset. The detailed project descriptions indicate good communication of technical work. However, without specific psychometric test results, a full assessment of soft skills and operational fit is limited.