My Work

Logo removal

Model to remove TV channel logo from the input image

  • Python
  • CNN
  • GAN
View Source Code →
ml_r

Image captioning

Model to generate the captions for a given image

  • Python
  • Pytorch
  • Resnet50
  • Embeddings
  • LSTM
View Source Code →
ml_r

Spine lesion classification

Bachelor thesis on class prediction with the data provided from the Oncological Institute of st.Elisabeth in Bratislava

  • R language
  • Random Forest
  • Logistic Regression
  • Support Vector Machines
View Source Code →
ml_r

Skin cancer classification

Image class prediction between malignant and benign skin cancer using CNN

  • Python
  • Pytorch
  • CNN
Upload in progress →
skin_cancer

Fake news detection

Classifier of news into true or fake

  • Jupyter notebook
  • Pytorch
  • Bag of Words
View Source Code →
ml_r

Review sentiment

IMDB review sentiment classification

  • Python
  • Pytorch
  • LSTM
View Source Code →
ml_r

Shiny web app for prediction

Web application in r shiny with built-in random forest model for predicting the class of a lession in the spine

  • R language
  • R shiny
Visit Site → GitHub
shiny_app

Binary classification using neural network

Class classification project with the data provided from the Oncological Institute of st.Elisabeth in Bratislava

  • Python
  • Neural Network
  • Numpy
View Source Code→
ml_py

Discrete event systems simulation

Simulation of production system composed of a one-place buffer followed by the series interconnection of two machines

  • Matlab
  • Stochastic state and timed automaton
  • Markov chain
  • Steady state analysis
View Source Code →
automata

Instacart purchase prediction

Kaggle competition with the objective to predict which previously purchased products will be in a users next order

  • Big data
  • Jupyter notebook
  • Pandas
  • XGBoost
View Source Code →
bigdata

K-means parallel computing

K-means algorithm parallelized using GPU for better performance

  • C++
  • Cuda
View Source Code →
hpca

Snake game

Implementation of the retro snake game

  • C++
  • Object oriented programming
View Source Code →
snake

References

During our collaboration, Natasha showed unusual intelligence, proactiveness, reactivity and diligence as well as impressive scope of knowledge and skills. The potential of Natasha for successful professional growth to excel in technology and become leader in the field is obvious.

- Assoc.Prof.Sona Balogova, PhD. (Comenius University)
Natasha belongs to the students gifted with deep biophysical insight. Her practical skills are nicely blended with knowledge of methodology of scientific work and her skills also include computer literacy - specifically in programming, data processing and modelling. She is diligent, humble and attentive person, able to work independently as well as a part of a team. She prefers working with someone who is similarly accountable and motivated to accomplish set tasks.

- Assoc.Prof.RNDr Iveta Waczulikova, PhD. (Comenius University)
Thanks to her I wondered a new dimension of possibilities in my research and she drew me into the world of AI. Natasha has marvelous natural ability in the are of mathematics and she is constantly challenging herself. She is bright, articulate and hard working. Her enthusiasm for any work comes through in all she does. She has a positive attitude that makes her a pleasure to work with.

- MUDr. Lucia Noskovicova (Oncological Institute of St. Elisabeth)

Achievements

  • Italian government scholarship in 2021 and 2022
  • Stayhub scholarship 2022 and 2023

University of Siena
Scholarship Wings for socially engaged students in 2021

Provida
  • Diploma with honours
  • Rector's award for benefitial thesis and great academic results
  • Interviewed for article in University magazine
  • Academic Scholarship in 2019 and 2020

Comenius University
Award winning work in the field "omics"

Interactive conference Preveda for young scientists, 2021
Poster presentation and abstract publication in BMC Proceedings

International Conference for Healthcare and Medical Students, 2021
Award for the best research project and publication in medical journal Nuclear Medicine

Student Day of Nuclear Medicine Conference, 2020

About Me

Hard-working, flexible, detail-orientated and responsible master's degree student of Artificial Intelligence in Siena currently based in Bratislava, Slovakia. Implementing IT in medical field along with data science is my passion. During my previous education and project opportunities I have gained organizational skills, a better sense of time management as well as the ability to work under pressure.

My Resume