Skills

I've been coding since 2010, starting with C++ and Object Oriented Programming in high school. I used C++ to do scientific simulations and hobby projects until 2015. Then I started to analyze the data as well, and the subsequent transition from C++ to Python was quick and smooth. Now my primary language for coding is still Python, but I also use other languages such as Go, SQL, HTML, bash, etc whenever needed.

Algorithms & Concepts

Last main updates to this page was made in 2022. More recent details are in LinkedIn and in my resume.

Deterministic & Stochastic Machine Learning

ANNs (Deep/Shallow Learning, GANs, Graph NNs, Transfer Learning), Gaussian Processes (GPR, Kriging, Co-kriging), SVMs, Random Forests, Linear Models, Data Pipelines, Small-data/Big data ML

Applied Statistical Optimization

Bayesian optimization, Genetic Algorithms, Monte Carlo, Pareto Fronts, Model Uncertainty Quantification,
Exploration-Exploitation balancing, Multi-objective optimization

API Development and DevOps

API & REST API development, CI/CD, Relational databases, Cloud engineering, Production-level server management, Load balancing, Server security & monitoring, Network isolation

Material Design & Discovery

Materials Selection, Quantum simulations (DFT, DFPT, DFT-D3, AIMD), Material data ontology & semantics, Eco-audits, Thermodynamic stability calculations, High-throughput simulations, Charge transport calcs.