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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.

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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.

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Skills

Python, Pandas, Visualisations,

Jupyter Notebooks

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Computational Mathematics and Statistics Report

Completion of statistics report for Data Science MSc module.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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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.

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Skills

Tableau, Visualisations,

Storytelling

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