dsmordasov / dmitrijs_roguelike Goto Github PK

Data Science:

• Book cataloguer

  • An investigation into the world of computer vision, trying to extract a list of books from a picture of book spines on a shelf.
  • 🐍Python (NumPy, OpenCV and PyTessaract packages).
  • Computer vision segmentation, image pre-processing and OCR.

• Drink and study

  • An investigation into the influence of various socio-economic factors on student's performance, assignment for an 'Introduction to Machine Learning & Data Mining' MSc course.
  • 🐍Python (NumPy, Pandas, scikit-learn, Matplotlib + seaborn and PyTorch packages).
  • Exploratory data analysis (feature extraction, statistics, principal component analysis, data visualisation), machine learning (artificial neural networks, linear and logistic regression, cross-validation), insight extraction.

Scientific computing:

• My MSc thesis

  • A set of scripts for running computational fluid dynamics (CFD) simulations on the DTU HPC cluster, investigating a novel wind turbine design for regulating wind turbine wakes and improving wind farm yields.
  • 🐍Python (NumPy, Matplotlib and Xarray packages), along with PyWakeEllipSys (CFD) and HAWC2S (aeroservoelastic code).
  • PyWakeEllipSys simulation set-up and execution on a Linux HPC cluster, automated data analysis and visualisation pipeline for the CFD results, code for integrated wind turbine blade design with consequent evaluation in HAWC2S and output into a PyWakeEllipSys readable input, insight extraction.

• My BSc thesis

  • Design tool for the sizing of an airborne wind energy system (power kite) for a Martian habitat.
  • 🐍Python (NumPy, SciPy and Matplotlib + seaborn packages).
  • Computational modeling, optimisation, code verification, sexy flow diagram.

Videogame development:

• The Ratcatcher
  • A hobby roguelike game, set in the story of the The Ratcatcher novel by Viktor Dyk.
  • 🐍Python (NumPy, libtcod and PyInstaller packages).
  • Objective-oriented programming, entity component system, procedural level generation, own game engine, game design. Automated PyInstaller/GitHub distribution deployment with Win/MacOS/Linux compatibility.