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Hi, I'm Edd

Edd Webster

Football Data Scientist ⚽📊.

Expertise in:

  • Football Analytics
  • Data Science and Machine Learning
  • Python
  • R
  • SQL
  • Tableau

👋 About Me

I am an experienced Data Science and Football Analytics professional with 5+ years of professional experience, currently working in my third season in elite sport with Ludonautics. Previously I was the First Team Lead Data Scientist at Leicester City Football Club, and Data Scientist for Analytics FC and the LEGO Group.

I enjoy exploring and working in the fields of data science, machine learning, statistics, data engineering, data visualisation, and football analytics, for which this GitHub profile includes much of my publicly available work around these topics.

Please see my football_analytics repository for a collection of football analytics projects, data, and analysis that I have created, with links to publicly available resources in the football analytics community.

For more information:

CV Badge EddWebster.com Badge LinkedIn Badge GitHub Badge HackerRank Badge Coder Rank Badge Tableau Badge


📚 Code

Although a little out of date now (with code I would dearly like to refactor), the code in my football_analytics GitHub repository can be found in the notebooks subfolder, of which the workflow is divided into the following:

  1. Webscraping
  2. Data Parsing
  3. Data Engineering
  4. Data Unification
  5. Data Analysis

📊 Data Visualisation and Tableau

For Tableau dashboards produced, please see my Tableau Public profile: public.tableau.com/profile/edd.webster.

Examples dashboards:


⚒️ Tech Stack

I am comfortable working with the following languages and software:

Python:


Python
Jupyter Notebooks
pandas
NumPy
Scikit Learn
matplotlib
PySpark

Other Data Science languages and tools:


R
R Studio
Tidyverse
Tableau
Power BI
Databricks
Airflow
AWS
Docker

📰 Articles


🧑‍🎓 Courses


📈 GitHub Stats

Edd's Github Stats


⭐ Football Analytics GitHub Stars History

Star tracker for the football_analytics repository of open-source football analysis projects and resources.

Football Analytics GitHub Stars History


📫 Contact

For more information, I am available through all the following channels:

EddWebster.com Badge Email Badge LinkedIn Badge Twitter Badge Linktree Badge About.me Badge

Edd Webster's Projects

football_analytics icon football_analytics

📊⚽ A collection of football analytics projects, data, and analysis by Edd Webster (@eddwebster), including a curated list of publicly available resources published by the football analytics community.

foundationsinr icon foundationsinr

This repository will contain getting started material with R using the StatsBomb dataset.

gigdeliverieseda icon gigdeliverieseda

Exploratory Data Analysis (EDA) of employee data for a fictional Gig Economy delivery business - Gig Deliveries.

granada1920 icon granada1920

Exploratory Data Analysis (EDA) of xG data from the first ten games of the 2019/20 season of LaLiga, analysing Granada's performance

hackmcfc icon hackmcfc

This is the code describing the winning algorithm for the Manchester city hackaton: the algorithm calculates which external factors have the best probablity of affecting pass success

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

human-activity-recognition icon human-activity-recognition

This project aims to classify human activities using data obtained from accelerometer and gyroscope sensors from phone and watch.

hyperopt icon hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python

kaggletitanic icon kaggletitanic

Survival classification on the famous Kaggle Titanic dataset

lastrow_to_fot icon lastrow_to_fot

Functions to convert from LastRow tracking format to FoT friendly format

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