プロフィール詳細

プロジェクトを作成

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Dr. Andrei R.に依頼

Netherlands

Machine Learning and Computer Vision Freelancer

プロフィール概要

Achievements from the past 5 years: * Decreased memory footprint for the backend of a heavy medical app by almost 25%. * Improved accuracy of energy consumption forecasts by more than 30%. * Increased pattern reading speed for a new type of storage medium by more than 150x. Skills: * AI/Machine Learning (10+ years, top international banks / online merchants) * Computer Vision (14+ years, lots of medical imaging, many modalities) * Optimization algorithms, avoiding "combinatorial explosions" * Data analysis, cleansing, transformation (ETL), and processing * Python/Rust/SQL/Matlab/C++/C Education: * PhD in Computer Vision from TU Delft, The Netherlands * MSc in Artificial Intelligence and Graphic Systems from "Politehnica" Univ. of Bucharest, Romania Books I contributed to: * “Handbook of Image and Video Processing”, Academic Press (Elsevier), 2005 * “Coronary Radiology”, Springer, 2008 * “The Essential Guide to Video Processing”, Academic Press (Elsevier), 2009 I'm looking forward to working in challenging projects, especially in the Machine Learning, Computer Vision and Logistics/ERP areas.

専門分野

• ★ Data Analysis
• ★ Machine Learning
• ★ Computer Vision
• ☆ Biostatistics
• ☆ Signal Processing
• ☆ Computer Science
• ☆ Parallel Computing
• ☆ Distributed Computing
• ☆ Software Engineering
• ☆ Database Management
• ☆ Image Processing
• ☆ Computer Simulation/Computational Modeling
• ☆ Algorithm Design
• ☆ Predictive Modeling & Analytics
• ☆ Data Processing
• ☆ Data Exploration
• ☆ Cluster Analysis
• ☆ Data Visualization
• ☆ Big Data Analytics
• ☆ Data Management
• ☆ Data Manipulation
• ☆ Data Mining
• ☆ Data Cleaning
• ☆ Data Architecture
• ☆ Pattern Recognition
• ☆ Artificial Intelligence
• ☆ Statistics
• ☆ Nonlinear Regression
• ☆ Bayesian Statistics
• ☆ Health Data Analysis
• ☆ Applied Mathematics
• ☆ Mathematical Models
• ☆ Computational Sciences
• ☆ Mathematical Wavelets
• ☆ Computational Mathematics
• ☆ Pure Mathematics
• ☆ Mathematical Logic
• ☆ Python
• ☆ Matlab
• ☆ SQL
• ☆ Excel
• ☆ Scikit-learn
• ☆ Hadoop
• ☆ Medical Imaging/Radiology
• ☆ Software Development
• ☆ Financial Technology

サービス

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Technical Writing

Research Feasibility Study, Technology Scouting, Scientific and Technical Research

Consulting Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Algorithm Design-ML, Data Visualization, Big Data Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

Product Development Product Evaluation, Quality Assurance & Control (QA/QC), Concept Development, Prototyping

職務経験

Owner

ImagineA

3月 2012 - 現在

Research Consultant

Features Analytics

5月 2014 - 9月 2017

Research Consultant

Ides Technologies

3月 2012 - 10月 2013

Senior IT Consultant

Adecs Airinfra

4月 2011 - 2月 2012

Scientific Researcher (Postdoc)

Leiden University Medical Center

9月 2003 - 10月 2010

Scientific Researcher (PhD Student)

Delft University of Technology

2月 1999 - 8月 2003

学歴

Doctor of Philosophy (Ph.D.)

Delft University of Technology

2月 1999 - 8月 2003

認定資格

• 認定資格の詳細は未入力です。

出版物

JOURNAL ARTICLE

(2019). Usiigaci: Instance-aware cell tracking in stain-free phase contrast microscopy enabled by machine learning . SoftwareX.

Tuinenburg, J.C. and Koning, G. and Rares, A. and Janssen, J.P. and Lansky, A.J. and Reiber, J.H.C.(2011). Dedicated bifurcation analysis: Basic principles . International Journal of Cardiovascular Imaging. 27. (2). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 167-174.

Janssen, J.P., Janssen, J.P., Rares, A., Tuinenburg, J.C., Koning, G., Lansky, A.J., Reiber, J.H.C.(2010). New approaches for the assessment of vessel sizes in quantitative (cardio-)vascular X-ray analysis . International Journal of Cardiovascular Imaging. 26. (3). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 259-271.

Lansky, A., Tuinenburg, J., Costa, M., Maeng, M., Koning, G., Popma, J., Cristea, E., Gavit, L., Costa, R., Rares, A., et al.(2009). Quantitative angiographic methods for bifurcation lesions: A consensus statement from the European Bifurcation Group . Catheterization and Cardiovascular Interventions. 73. (2). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 258-266.

Rares, A. and Reinders, M.J.T. and Biemond, J.(2005). Constrained texture restoration . Eurasip Journal on Applied Signal Processing. 2005. (17). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 2758-2771.

Rares, A. and Reinders, M.J.T. and Biemond, J.(2005). Edge-based image restoration . IEEE Transactions on Image Processing. 14. (10). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1454-1468.

Kokaram, A., Bornard, R., Rares, A., Sidorov, D., Chenot, J.H., Laborell, L., Biemond, J.(2003). Digital restoration systems: Coping with reality . SMPTE Journal. 112. (7-8). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 225-231.

BOOK CHAPTER

(2009). Quantitative Coronary Arteriography . Coronary Radiology.

CONFERENCE PAPER

Rares, A., Reinders, M.J.T., Biemond, J., Lagendijk, R.L.(2002). A spatiotemporal image sequence restoration algorithm . IEEE International Conference on Image Processing. 2.

Rares, A. and Reinders, M.J.T. and Biemond, J.(2002). Image sequence restoration in the presence of pathological motion and severe artifacts . ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. 4.

Rares, A., Reinders, M.J.T., Biemond, J.(2002). Restoration of films affected by partial color artefacts . European Signal Processing Conference. 2002-March.

Rares, A. and Reinders, M.J.T. and Biemond, J.(2001). Complex event classification in degraded image sequences . IEEE International Conference on Image Processing. 1. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 253-256.

Rares, A. and Reinders, M.J.T. and Biemond, J.(2001). Statistical analysis of pathological motion areas . IEE Colloquium (Digest). (49). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 67-94.

(2000). Object tracking by adaptive modeling . IEEE International Conference on Image Processing. 3.