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Hi!

My name is Daniel Mokeev and I am a final year student in Applied Mathematics at UCLouvain in Belgium. My thesis is on efficient MCMC methods for density matrix estimation in Quantum Tomography (have a look here for a brief overview). I was previously an exchange student at Aalto University in Finland.

Personal interests

  • I am very interested in Probabilistic Machine Learning, notably MCMC, Gaussian Processes, Causal Inference and Bayesian Statistics in general. Bonus points if there is some implementation involved!
  • I really enjoy systems programming and programming languages, anything related to compilers, performance optimizations, databases, operating systems and other low level bits.

ML Projects

  • Exoplanet detection with Conditional Variational Autoencoders with PyTorch
  • Predicting solar PV production with State-Space Gaussian Processes with JAX
  • Treatment effect estimation (ATE) with Causal Inference using R and Stan

Dev projects

  • Currently going through PPC in C++ and Advanced Systems Programming in Rust
  • Quick sort implentation on single/multi GPU in CUDA and MPI
  • Full-stack implementation of a shopping cart with React/Node.js and deployed with Docker
  • C projects: Multithreaded KMeans, simplified TCP with sender/receiver

Past experiences

  • Machine Learning Intern at Aerospacelab
    • Cloud detection in satellite images using Vision Transformers in PyTorch
  • Data Engineering Intern at Riaktr
    • ETL development, KPIs calculations, EDA using PySpark, Airflow, Pandas and deploying with Docker
  • Python Developer at MBA
    • Working with Google APIs and SQL databases to develop internal tooling

Daniel Mokeev's Projects

burn icon burn

Burn is a new comprehensive dynamic Deep Learning Framework built using Rust with extreme flexibility, compute efficiency and portability as its primary goals.

thesis icon thesis

Numerical comparison of MCMC methods for Quantum Tomography

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