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Simona Kolarova's Projects

drug-s-mechanism-of-action-prediction icon drug-s-mechanism-of-action-prediction

A statistical and visual exploration of a large set of cell viability, gene expression and drugs mechanism of action data and use of the data for the development of a Python TensorFlow Keras sequential neural network for the classification of drug’s mechanism(s) of action.

gjb2-gene-mutation-probability icon gjb2-gene-mutation-probability

A Bayesian network Python model calculating the probabilities for a person to carry none, one or two mutated versions of the GJB2 gene (one of the leading causes of hearing impairment in newborns) and to exhibit hearing impariment based on familial trait expressions information.

minesweeper-solver icon minesweeper-solver

A propositional logic AI that can solve randomly generated Python pygame minesweeper boards.

phase-behaviour-predictive-modeling icon phase-behaviour-predictive-modeling

Development of a machine learning model for the reliable prediction of microemulsion formation in ternary nonaqueous systems stabilised by soybean phosphatidylcholine and comprising a variety of polar and non-polar solvents.

question-answering-snippets icon question-answering-snippets

A question answering programme built using Python's Natural Language Toolkit (NLTK) and employing term frequency and inverse document frequency to provide an answer to a user's question.

stock-portfolio-website icon stock-portfolio-website

A stock portfolio website constructed using Python Flask, SQL, HTML, CSS and JS. Users can register and login, 'buy' and 'sell' stocks using real-time stock data, track transactions history and create a portfolio of 'stocks'.

tic-tac-toe icon tic-tac-toe

A user vs. AI Tic-Tac-Toe Python Pygame, which implements an alpha-beta pruned recursive minimax decision algorithm to ensure that the AI plays optimally.

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