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Location

Poland

Rate

$23  / per hour

Years of experience

10+

About

I have a robust background in Pure Mathematics, Applied Mathematics, and Computer Vision, with significant experience in both academic research and practical software development. Currently, at Ameant AI, I focus on mathematical and statistical learning for computer vision, including depth estimation and GAN-based image style transfer. My work involves developing innovative solutions using technologies like Julia, Python, PyTorch, and TensorFlow, and applying advanced techniques such as dynamic image stitching and camera calibration. I also engage in research on continual learning approaches and novel mathematical implementations, such as Lagrange inversion for bivariate series. Previously, I worked at QOMPLX and Rationem, where I developed large-scale, mathematics-heavy AI libraries and software engines, including libraries for information-theoretic concepts and unsupervised learning algorithms. My experience extends to software development roles at GFT Poland, Fujitsu Technology Solutions, and Inovatica, where I gained expertise in Scala, Java EE, and full-stack web development. With a PhD in Mathematical Sciences and a history of teaching and research, I bring a deep understanding of complex systems and a passion for applying mathematical concepts to real-world problems.

Tech Stack

Python, AI, Apache Spark, Java, Scala, Tensorflow

Experience

  • Implementing depth estimation and GAN-based image style transfer techniques using technologies like Julia, Python, PyTorch, and TensorFlow.
  • Conducting research and applying advanced mathematical concepts to problems in computer vision, such as dynamic image stitching and camera calibration.
  • Developing large-scale libraries for information-theoretic concepts, hierarchical clustering, and unsupervised learning algorithms using Scala and Apache Spark.
  • Designing and implementing Monte-Carlo Tree Search libraries, risk calculation libraries (VaR, TVaR), and automated planning engines.
  • Full-stack web development and algorithm design in Java and Scala, including bespoke trip planning engines and event-sourced city-games engines.
  • Conducting research on entropy, quantum statistics, and complex dynamics, and teaching various mathematics courses at the University of Łódź and other institutions.
  • Learning and applying modern technologies in software development environments, including Apache Spark, Hadoop ecosystems, and large software deployments.

Employment history

Mathematics / Statistical Learning in Computer Vision / Computer Programming, Ameant AI February 2020 - Present
  • Developing depth estimation and GAN-based image style transfer solutions using Julia and Python.
  • Implementing and applying object detection and tracking for sports-field related events.
  • Researching and applying Bandit Algorithms for ad trading platforms.
  • Working on dynamic image stitching and camera calibration projects.
  • Researching the applicability of SOINN-like approaches to continual learning.
  • Implementing novel Lagrange inversion for bivariate series and using concepts from Real and Complex Projective Geometry.
Mathematician / Software Developer, QOMPLX September 2016 - January 2020
  • Developed libraries for information-theoretic estimators and hierarchical clustering using Scala.
  • Implemented “information sieve” algorithms for unsupervised learning in Scala and Apache Spark.
  • Built a generic Automated Planning Engine and a Monte-Carlo Tree Search library.
  • Developed risk calculation libraries for VaR and TVaR for several models.
  • Engaged in additional Scala development using technologies such as Akka.
Mathematician / Software Developer, Rationem June 2015 - September 2016
  • Similar to QOMPLX responsibilities: developed AI libraries and software engines in Scala.
  • Implemented various unsupervised learning algorithms and information-theoretic libraries.
  • Developed risk calculation and automated planning engines.
Senior Scala Developer, GFT Poland Sp. z o. o. May 2015 - October 2015
  • Learned Apache Spark and Hadoop ecosystems.
  • Assisted in migrations of large software deployments.
  • Performed UNIX, Python, and SQL scripting tasks.
Development Engineer, Fujitsu Technology Solutions February 2015 - May 2015
  • Developed Java EE software for a large project.
  • Engaged in various aspects of software engineering and project development.
Software Engineer, Inovatica September 2012 - February 2015
  • Developed full-stack web applications in Java and Scala using Spring Framework.
  • Designed and implemented bespoke trip planning engines and waterway routing components.
  • Created event-sourced city-games engines with flexible DSL-based rules.
  • Utilized PostgreSQL for schema design, normalization, and maintenance.
  • Worked on modern web development with jQuery, AngularJS, and CSS3.
Senior Researcher, Centre for Industrial and Applied Mathematics and Systems Engineering, Polish Academy of Sciences June 2012 - September 2012
  • Conducted thermodynamic and statistical modeling research.
  • Supervised student projects in applied mathematics and systems engineering.
Assistant Professor, Faculty of Mathematics and Computer Science, University of Łódź October 2007 - September 2011
  • Researched entropy and quantum statistics.
  • Taught various mathematics courses.
Research Assistant, Institute of Mathematics of the Polish Academy of Sciences October 2006 - September 2007
  • Conducted research on entropy and complex dynamics.
Teaching Assistant, Faculty of Mathematics, University of Łódź October 2003 - September 2005
  • Researched complex algebraic geometry.
  • Taught various mathematics courses.

Education history

Faculty of Mathematics, University of Łódź 1998 - 2002 MsC
Faculty of Mathematics, University of Łódź 2007 Doctor of Mathematical Sciences (PhD)
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