My Work

Logo removal

Model to remove TV channel logo from the input image

  • Python
  • CNN
  • GAN
ml_r

Image captioning

Model to generate the captions for a given image

  • Python
  • Pytorch
  • Resnet50
  • Embeddings
  • LSTM
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
ml_r

Skin cancer classification

Image class prediction between malignant and benign skin cancer using CNN

  • Python
  • Pytorch
  • CNN
skin_cancer

Fake news detection

Classifier of news into true or fake

  • Jupyter notebook
  • Pytorch
  • Bag of Words
ml_r

Review sentiment

IMDB review sentiment classification

  • Python
  • Pytorch
  • LSTM
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
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
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
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
bigdata

K-means parallel computing

K-means algorithm parallelized using GPU for better performance

  • C++
  • Cuda
hpca

Snake game

Implementation of the retro snake game

  • C++
  • Object oriented programming
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)

Achievements

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

University of Siena

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