Portfolio

Data Science

Building A Handwritten Digits Classifier
Skills demonstrated: Image Classification, Deep Neural Networks
Source: dataquest.io, guided

Optimising Model Prediction
Skills demonstrated: Feature Selection, Regularisation, Cross Validation
Source: dataquest.io, guided

Prediciting Employee Productivity Using Decision Trees
Skills demonstrated: Decision Trees, Cross Validation, Explanation to non-technical audience, Random Forest
Source: dataquest.io, guided

Classifying Heart Disease With Logistic Regression
Skills demonstrated: Logistic regression
Source: dataquest.io, guided

Insurance Cost Prediction
Skills demonstrated: Linear regression, Residual diagnostics, Model interpretation
Source: dataquest.io, guided

Credit Card Customer Segmentation
Skills demonstrated: KMeans cluster, Unsupervised machine learning, Analysing results
Source: dataquest.io, guided

Predicting Heart Disease
Skills demonstrated: KNeighborsClassifier, Feature engineering, Hyperparameter tuning
Source: dataquest.io, guided

Real estate valuation models
Skills demonstrated: Linear regression
Source: Microsoft Learn, unguided

Building a Spam Filter with Naive Bayes
Skills demonstrated: Conditional Probability, Naive Bayes
Source: dataquest.io, guided

Mobile App for Lottery Addiction
Skills demonstrated: Probability, Combinations and Permutations
Source: dataquest.io, guided

Visualising euro exchange rates
Skills demonstrated: Data story telling, Desgin principles, Matplotlib object-orientated interface
Source: dataquest.io, guided

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Data Analysis

Tarkov Stats
An independent project creating a dashboard using Looker Studio with data from Google sheets to show personal summary stats for the game Escape from Tarkov.

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Training

• Deep Learning In Python
• Machine Learning In Python
• Probability and Statistics with Python
• Python Introduction
• Data Analysis and Visualisation with Python
• Career Essentials in Data Analysis by Microsoft and LinkedIn
• Foundations of data science for machine learning