RESOURCES

BOOKS & ESSAYS

A First Course in Machine Learning

S. Rogers & M. Girolami

Chapman and Hall/CRC (2016)

An Accidental Statistician: The Life and Memories of George E.P. Box

G.E.P. Box

Wiley (2013)

Alan Turing: The Enigma

Andrew Hodges

Vintage (2014)

The Art of Statistics: How to Learn from Data

David Spiegelhalter

Pelican Books (2019)

The Book of Why: The New Science of Cause and Effect

Judea Pearl & Dana Mackenzie

Allen Lane (2018)

‘Darwin, Galton and the Statistical Enlightenment’

S. Stigler

Jour. of the Royal Statist. Soc. (2010)

Data Science for Healthcare

Sergio Consoli, Diego Reforgiato Recupero, Milan Petković (Eds)

Springer (2019)

The Elements of Statistical Learning

J. Friedman, T. Hastie & R. Tibshirani

Springer (2009)

Get Out the Vote!

Donald P. Green & Alan S. Gerber

EDS Publications Ltd (2008)

Healthcare Data Analytics

Chandan K. Reddy, Charu C. Aggarwal (Eds)

Chapman & Hall/CRC (2015)

Invisible Women

Caroline Criado Perez

Chatto & Windus (2019)

‘John Wilder Tukey 16 June 1915–26 July 2000’

P. McCullagh

Biographical Memoirs of Fellows of the Royal Society (2003)

Machine Learning: A Probabilistic Perspective

K.P. Murphy

MIT Press (2012)

The Mathematics of Love

Hannah Fry

Simon & Schuster (2015)

Memories of My Life

F. Galton

Methuen & Co. (1908)

Naked Statistics: Stripping the Dread from the Data

Charles Wheelan

W.W. Norton & Company (2014)

The Numerati

Stephen Baker

Mariner Books (2009)

Pattern Recognition and Machine Learning

C.M. Bishop

Springer (2006)

The Practice of Data Analysis: Essays in Honour of John W. Tukey

D. Brillinger (Ed)

Princeton Univ. Press (1997)

Statistics Done Wrong: The Woefully Complete Guide

Alex Reinhart

No Starch Press (2015)

The Victory Lab

Sasha Issenberg

Broadway Books (2013)

WEBSITES

Coursera

www.coursera.org/learn/machine-learning

Data Camp

www.datacamp.com/courses/introduction-to-data

The Gender Shades project

gendershades.org

Uncovered bias in facial recognition algorithms

ProPublica

www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing

Investigated the COMPAS algorithm for risk-scoring prisoners

Simply Statistics

simplystatistics.org

Udemy

www.udemy.com/topic/data-science/