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Analysis of Neural Network Models in Image Segmentation

Build and analyse image segmentation models tuning parameters, evaluating the effect of image augmentation techniques on accuracy.

Skills

Deep Learning, PyTorch, Segmentation, Diabetic Foot Ulcer's, Image Augmentation

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Car Listings Data Exploration and Visualisation

Unveil relationships in Auto Trader car listings dataset using data analysis techniques in Python.

Skills

Python, Pandas, Visualisations,

Jupyter Notebooks

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Computational Mathematics and Statistics Report

Completion of statistics report for Data Science MSc module.

Skills

R, Computational Maths, Statistics, Probability, ANOVA

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Crunching Data for a London Relocation Problem

Simplified a relocation problem according to price and personal interests.

Skills

Python, APIs, Visualisations,

K-Means Clustering, Jupyter Notebooks, 

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Regression Solution to Car Listings Sale Price

Build and evaluate various machine learning models to predict car listing prices for Auto Trader UK dataset.

Skills

Python, Machine Learning, Regression,

Interpretability, Model Evaluation

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Critical Evaluation of Data Ethics and Governance

Research of data ethics and governance practices as part of a group project.

Skills

Report Writing, Ethics, Data Governance

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Classification of League of Legends match outcomes

Devised machine learning model using sports data to predict outcome with over 74% accuracy.

Skills

Python, Pandas, Visualisations,

Machine Learning, Jupyter Notebooks

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Analysing the Effects of Discounts on Profit

Visualised business data on sales and profit to identify problem customers/areas.

Skills

Tableau, Dashboard Presentation, Interactive Visualisation

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Evaluation of Performance in Parallel Computing 

Compare parallel and distributed computing methods (CPU vs GPU) evaluating maximum speedup efficiency.

Skills

ARCHER2, CUDA, C,

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Statistical Solutions to Big Data Problems

Provide solution to hypothesis using big data libraries such as PySpark.

Skills

PySpark, Python, Jupyter

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Analysis of Premier League Transfers

Established a link between attacking footballers performance and the countries they were signed from.

Skills

Tableau, Visualisations,

Storytelling

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