Hayley Hubbard
Data Scientist @the LEGO Group
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WORK HISTORY
Data Scientist @the LEGO Group
London, GB
EDUCATION
Cambridge Spark
Applied Data Science Bootcamp
Imperial College London
Master of Science (MSc)
University of Reading
Bachelor of Science (BSc)
Imperial College London
Doctor of Philosophy (PhD)
ABOUT HAYLEY HUBBARD
Data scientist with a strong background in statistical analysis, data manipulation and experimental design. Data Science experience includes- Python, NumPy, Pandas, scikit-learn- R, Tidyverse, GLMM- Supervised machine learning (logistic/linear regression, decision trees, kNN, SVM)- Unsupervised ML (k-means clustering, hierarchical clustering, DBSCAN, dimension reduction)- Time-series models- Ensemble models (bagging / random forest, boosting, xgboost, lightgbm)- AWS, Redshift, S3, Sagemaker- Big Data concepts such as MapReduce- Data Visualisation: Matplotlib, seaborn, ggplot2, Spotfire- SQL & Postgres databases- Jupyter Notebooks, Unix / shell, git, GitHub, conda
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