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Name: Jakub Nowacki

Type: User

Company: University of Southampton

Bio: Coding professional with over a decade of programming experience. Currently studding Computer Science with Artificial Intelligence at University of Southampton.

Location: Southampton

Jakub Nowacki's Projects

binarypulsarstarclassification

Binary classification of start as pulsar or non- pulsar based on observation results using CatBoost, XGBoost and LGBM.

breastcancerdetection

Brest cancer detection from MRI scans and patient details using custom CNN architecture.

Chess AI powered by a minimax algorithm with alpha beta optimalization, progressive deepening, quiescence search and opening bokk. Position is represented using a hybrid of a square centric and a bitboards and is progressive updated. Legal move generator is used for move generation.

concretestrengthprediction

Concrete strength prediction based on its composition and curing process using CatBoost, XGBoost and LGBM.

connect4

The Connect4 Unity project aims to make the game's AI, Marlin, accessible to devices with low processing power, such as mobile phones, tablets, and smart TVs.

contrailidentification

Contrail identification from geostationary satellite images to reduce global warming.

crabageprediction

Crab age predication from its characteristics using ensemble of tree based models.

featureimputationheatfluxdataset

Prediction of x_e_out [-] on Heat Flux Dataset where ~15% of 7 out of 8 features have been nulled (lost) required careful data preparation including imputation of missing data points.

gemstonepriceprediction

Gemstone price prediction based on its dimensions and qualities using XGBoost.

handwrittendigitrecognition

This project is about recognizing handwritten digits using custom architecture of Convolutional Neural Networks (CNN). The CNNs have been trained on a dataset of 1.5 million images, resulting in an impressive accuracy of 99.625% on Kaggle.

hotelreservationcancellationprediction

Likelihood of hotel reservation cancellation prediction based on booking details using XGBoost.

hwdr-pretrained

Hand written digit recognition with customer paint window for testing. Pretrained on MINTs data set.

machinefailureprediction

Predicting failure of mechanical machines based of various sensor measurements and machine features/characteristics.

marlin

Marlin is a high-performance Connect 4 engine designed specifically for a 7x6 board size, written in C++ and utilizing a bitboard representation of the game board for maximum efficiency.

parishousingpriceprediction

Paris residential building price prediction using XGBoost.

pongai

Pong AI - Reinforcement Learning Agent for Playing Pong

rubiks-cube-solver

Mobile Application - Solves randomly shuffled Rubik’s cube using beginner’s method with animations.

selfdrivingcar

The objective of this project is to create a self-driving car that can autonomously navigate a simple racing track.

spacecadets

Welcome to the SpaceCadets repository! This repository contains seven sub-projects, each corresponding to a unique challenge. Here's a brief overview of each challenge and its associated sub-project.

spacetetrisai

The Space Tetris environment is a designed to evaluate and test agents in the game of Tetris. The agents package includes several agent implementations that can serve as baselines or starting points for developing new agents.

sudokusolver

Sudoku Solver with a simple cross platform interface for entering and solving sudoku boards.

tic-tac-toe

Tic Tac Toe game implementation where the player can play against an AI that uses a Minimax algorithm with Alpha-Beta Pruning to determine its moves.

vectorbornediseaseprediction

Vector borne disease prediction based on patient symptoms using an ensemble of CatBoots, XGBoost and LGBM.

wildblueberryyieldprediction

Wild blueberry yield prediction using ensemble of LightGBM and CatBoost.

winequalityprediction

Wine quality prediction based on the amount of various chemicals present in wine. Using two different methods, ANN and LGBM.

wordlemaster

WordleMaster is a powerful word-guessing tool designed for mobile devices. It utilizes an advanced tree-based algorithm to suggest the best possible words to guess in a game of Wordle, based on previous guesses.

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