Oslo, Norway Michaelt@oslomet.no M@Tarlton.info LinkedIn GitHub Twitter

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Current Work

PhD Candidate at Oslo Metropolitan University

Oslo, Norway April 2022 – Current

  • Researching deep reinforcement learning in spiking neural networks
  • Biologically inspired learning and time representation mechanisms
  • Potential neuromorphic hardware applications

Education

M.Sc Neuroscience - Norwegian University of Science and Technology

Kavli Institute – Roudi Group Trondheim, Norway August 2018 - January 2021

Thesis advisors: Dr. Yasser Roudi, Dr. Nicola Bulso Thesis: Novel Model Selection Criterion for Inference of Ising Models

  • Study of Ising model network inference using the Pseudo-Likelihood method and the novel Bulso et al. 2019 MDL-entropy model selection criterion.

B.Sc. Physics, B.A. Mathematics - University of North Texas

Denton, Texas, USA August 2010 - May 2017

Thesis advisor: Dr. Ohad Shemmer Thesis: Prominent AGN Emission Line Contributions to Photometric Bands

  • Study of flux contribution of Active Galactic Nuclei emission lines to g’, r’, and i’ SDSS bands using data from the Shen et al. (2011) AGN catalog as a method of AGN profile identification in large sky surveys.

Certifications: Mathematics of Scientific Computation

Research Experience

Novel Model Selection in the Maximum Entropy Model

Norwegian University of Science and Technology Kavli Institute – Roudi Group

  • Simulation of Ising model network dynamic and Markov processes
  • Application of inverse Ising methods including the Pseudo-Likelihood method
  • Reconstruction of Ising network models from simulated outputs through Bayesian inference
  • Study of model selection criteria with focus on the novel Bulso et al. 2019 MDL-entropy criterion
  • MATLAB environment simulation and data collection on NTNU IDUN High Performance Computing cluster

Motion Data Genome Project

Atlas Wearables

  • Animal biometrics and motion data analysis using proprietary machine learning algorithm

Instrument: One Antarctic Night

xREZ Art + Science Lab, University of North Texas Dr. Ruth West Publication: Experiencing a Slice of the Sky: Immersive Rendering and Sonification of Antarctic Astronomy Data

  • Part of multidisciplinary team, together creating mixed-media installations representative of scientific concepts
  • Data collection and filtering of 800,000+ astronomical objects using VizieR library of astronomical catalogs
  • Analysis and contextualization of astronomic data to installation goals
  • Handling and modeling object data using MySQL and SciPy, for streaming into a Unity environment

Prominent AGN Emission Line Contributions to Photometric Bands

University of North Texas Dr. Ohad Shemmer

  • Study of flux contribution of Active Galactic Nuclei emission lines to g’, r’, and i’ SDSS bands using data from the Shen et al. (2011) AGN catalog as a method of AGN profile identification in large sky surveys

Professional Experience

Researcher - NORMENT Biostatistics Lab at the University of Oslo

Oslo, Norway December 2021 – April 2022

Data Scientist - Atlas Wearables

Austin, Texas December 2017 – July 2018

  • Researcher for the Atlas Motion Genome Project

Research Intern - xREZ Art + Science Lab at the University of North Texas

Denton, Texas June 2016 – May 2017

  • Astronomy consultant for Instrument: One Antarctic Night project

Sr. Support Technician - ServiceLedger

Lake Dallas, Texas March 2013 – April 2016

  • Full desktop and network support in a Microsoft environment
  • SQL database management, XML stylesheets, report publishing, and web applications