プロフィール詳細

プロジェクトを作成

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Dr. Milos V.に依頼

Serbia

PhD Physicist & ML/AI Consultant | Reinforcement Learning, Operations Research & Recommendation Systems

プロフィール概要

PhD in Fusion Science (Ghent University) with 6+ years applying ML/AI to real-world R&D problems across supply chain optimization, esports analytics, and recommender systems. My core expertise sits at the intersection of reinforcement learning, mathematical optimization (MILP, constraint programming, OR-Tools), and recommendation systems. I've delivered 6+ PoCs for industrial clients, with two recommender systems reaching production deployment. I specialize in translating ambiguous business problems into working prototypes - bridging rigorous scientific thinking with practical ML solutions. Client-facing experience includes leading problem discovery sessions and stakeholder alignment across world-wide industry partners. Technical stack: Python (11 years), PyTorch, LightGBM, OR-Tools, Snowflake, AWS/GCP, Genetic Algorithms - see attached CV for full details.

専門分野

• ★ Data Analysis
• ★ Machine Learning
• ★ Python
• ☆ Engineering Physics
• ☆ Algorithm Design
• ☆ Predictive Modeling & Analytics
• ☆ Data Visualization
• ☆ Data Cleaning
• ☆ Data Architecture
• ☆ Neural Networks
• ☆ Deep Learning
• ☆ Business Analytics
• ☆ Statistics
• ☆ Applied Statistics
• ☆ Nonlinear Regression
• ☆ Bayesian Statistics
• ☆ Correlation Analysis
• ☆ Statistical Computing
• ☆ Mathematical Statistics
• ☆ Nuclear Physics
• ☆ Nuclear Power
• ☆ Knowledge Management
• ☆ Decision Science

サービス

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

Writing Technical Writing, General Proofreading & Editing

Research Fact Checking, Scientific and Technical Research

Consulting Business Strategy Consulting, Operations Consulting, Scientific and Technical Consulting, Manufacturing Consulting

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

Product Development Formulation, Recipe Development, Product Evaluation, Product Validation, Product Compliance , Concept Development, Prototyping, Reverse Engineering

職務経験

Research Assistant

Institute of Physics

4月 2018 - 現在

Senior Data Scientist

Volur

11月 2021 - 12月 2025

ML & DS Consultant

Self Employed

3月 2019 - 8月 2022

PhD

Institute of Plasma Physics

3月 2014 - 9月 2016

学歴

Online Specialization (Coursera)

National Research University (Moscow)

11月 2018 - 3月 2019

PhD (Department of Applied Physics)

Ghent University

11月 2013 - 11月 2017

PhD - Physics

Ghent University

11月 2013 - 11月 2017

MSc (Department of Applied Physics)

Ghent University

9月 2011 - 7月 2013

BSc (Department of Physics)

University of Novi Sad

10月 2008 - 9月 2011

認定資格

• 認定資格の詳細は未入力です。

出版物

JOURNAL ARTICLE

Mlyn{\'a}{\v{r}}, Jan and Ficker, Ond{\v{r}}ej and Macusova, Eva and Markovic, Tomas and Naydenkova, Diana and Papp, Gergely and Urban, Jakub and Vlainic, Milos and Vondracek, Petr and Weinzettl, Vladimir and others(2018). Runaway Electron experiments at COMPASS in support of the EUROfusion ITER physics research. Plasma Physics and Controlled Fusion. IOP Publishing

Plyusnin, VV and Reux, Cedric and Kiptily, VG and Pautasso, G and Decker, J and Papp, G and Kallenbach, A and Weinzettl, V and Mlynar, Jan and Coda, S and others(2017). Comparison of runaway electron generation parameters in small, medium-sized and large tokamaks—A survey of experiments in COMPASS, TCV, ASDEX-Upgrade and JET. Nuclear Fusion. 58. (1). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 016014. IOP Publishing

Rabinski, M and Jakubowski, L and Malinowski, Karol and Sadowski, MJ and Zebrowski, J and Jakubowski, MJ and Mirowski, R and Weinzettl, V and Ficker, O and Mlynar, J and others(2017). Development of a Cherenkov-type diagnostic system to study runaway electrons within the COMPASS tokamak. Journal of Instrumentation. 12. (10). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString C10014. IOP Publishing

Ficker, O and Mlynar, J and Vlainic, M and Cerovsky, J and Urban, J and Vondracek, P and Weinzettl, V and Macusova, E and Decker, J and Gospodarczyk, M and others(2017). Losses of runaway electrons in MHD-active plasmas of the COMPASS tokamak. Nuclear Fusion. 57. (7). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 076002. IOP Publishing

Weinzettl, V and Adamek, J and Berta, M and Bilkova, P and Bogar, O and Bohm, P and Cavalier, J and Dejarnac, R and Dimitrova, M and Ficker, O and others(2017). Progress in diagnostics of the COMPASS tokamak. Journal of Instrumentation. 12. (12). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString C12015. IOP Publishing

Mlyn{\'a}{\v{r}}, J(2016). Losses of runaway electrons in MHD-active plasmas of the COMPASS tokamak.

Nilsson, Emelie and Decker, Joan and Peysson, Yves and Granetz, Robert S and Saint-Laurent, Francois and Vlainic, Milos(2015). Kinetic modelling of runaway electron avalanches in tokamak plasmas. Plasma Physics and Controlled Fusion. 57. (9). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 095006. IOP Publishing

Vlainic, Milos and Mlynar, Jan and Cavalier, Jordan and Weinzettl, Vladimir and Paprok, Richard and Imrisek, Martin and Ficker, Ondrej and Varavin, Mykyta and Vondracek, Petr and Noterdaeme, J-M and others(2015). Post-disruptive runaway electron beams in the COMPASS tokamak. Journal of Plasma Physics. 81. (5). Cambridge University Press

Vlainic, Milos and Mlynar, Jan and Fuchs, Vladimir and Zajac, Jaromir and Ficker, Ondrej and Noterdaeme, Jean-MariePotential of ECE Diagnostics for Runaway Electron Studies.

CONFERENCE PAPER

Vlainic, Milos(2018). STUDIES OF RUNAWAY ELECTRONS IN COMPASS TOKAMAK. 29 Summer School and International Symposium on the Physics of Ionized Gases: SPIG 2018 CONTRIBUTED PAPERS & ABSTRACTS OF INVITED LECTURES, TOPICAL INVITED LECTURES, PROGRESS REPORTS AND WORKSHOP LECTURES. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 280.

Ficker, O and Mlynar, J and Macusova, E and Vlainic, M and Weinzettl, V and Urban, J and Cerovsky, J and Farnik, M and Markovic, T and Paprok, R and others(2017). RE beam generation in MGI disruptions on COMPASS. 44th EPS Conference on Plasma Physics.

Mlynar, J and Weinzettl, V and Cerovsky, J and Ficker, O and Farnik, M and Macusova, E and Paprok, R and Svihra, P and Urban, J and Vlainic, M and others(2017). Runaway Electron diagnostic development and performance at the COMPASS tokamak. 2nd European Conference on Plasma Diagnostics (ECPD 2017).

Peysson, Y and Anastassiou, G and Artaud, J-F and Budai, A and Decker, J and Embr{\'e}us, O and Ficker, O and F{\"u}l{\"o}p, T and Hirvijoki, E and Hizanidis, K and others(2016). A European Effort for Kinetic Modelling of Runaway Electron Dynamics. Theory and Simulation of Disruptions Workshop (TSDW 2016).

Ficker, Ondrej and Mlynar, Jan and Vlainic, Milos and Weinzettl, Vladimir and Urban, Jakub and Cavalier, Jordan and Havlicek, Jaroslav and Panek, Radomir and Hron, Martin and Cerovsky, Jaroslav and others(2016). Long slide-away discharges in the COMPASS tokamak. APS Meeting Abstracts.

Martin, P and Blanken, T and Carnevale, D and Decker, J and Duval, B and Esposito, B and Fable, E and Felici, F and Fil, A and Gobbin, M and others(2016). Physics, control and mitigation of disruptions and runaway electrons in the EUROfusion Medium Size Tokamaks science programme. Proc. 26th IAEA Fusion Energy Conference, Kyoto, Japan.

Vlainic, Milos and Vondracek, Petr and Mlynar, Jan and Weinzettl, Vladimir and Ficker, Ondrej and Varavin, Mykyta and Paprok, Richard and Imrisek, Martin and Havlicek, Josef and Panek, Radomir and others(2015). Synchrotron radiation from runaway electrons in COMPASS Tokamak. 42nd EPS Conference on Plasma Physics. 39.

Paprok, Richard and Vlainic, Milos and Mlynar, Jan and Weinzettl, Vladimir and Varavin, Mykyta and Varju, Josef and Ficker, Ondrej and Imrisek, Martin(2015). CsI (Tl) semiconductor detectors for hard X-ray diagnostics at COMPASS Tokamak. 1st EPS Conference on Plasma Diagnostics.

Mlynar, Jan and Ficker, Ondrej and Vlainic, Milos and Weinzettl, Vladimir and Imrisek, Martin and Paprok, Richard and Rabinski, Marek and Jakubowski, Marcin and Tomes, Matej and Peterka, Matej and others(2015). Effects of plasma control on runaway electrons in the COMPASS Tokamak. 42nd EPS Conference on Plasma Physics. 39.

DISSERTATION THESIS

Vlainic, Milos(2017). Studies of Runaway Electrons in COMPASS.