Published inTowards Data ScienceAn Introduction to ProtoDash — An Algorithm to Better Understand Datasets and Machine Learning…This post has been written in the hope you will discover a new way to explore and sample your data.Nov 5, 2020Nov 5, 2020
Published inTowards Data ScienceDemystifying Model Training & TuningDifferent machine learning algorithms are searching for different trends and patterns. Consequently, one algorithm isn’t the best across…Oct 28, 2019Oct 28, 2019
Published inTowards Data ScienceData Preparation for Machine Learning: Cleansing, Transformation & Feature EngineeringThe purpose of the Data Preparation stage is to get the data into the best format for machine learning, this includes three stages: Data…Sep 19, 20191Sep 19, 20191
Published inTowards Data ScienceData Understanding for Machine Learning: Assessment & ExplorationQuality data is fundamental to any data science engagement. To gain actionable insights, the appropriate data must be sourced and cleansed…Sep 19, 2019Sep 19, 2019
Published inTowards Data ScienceAI Fairness — Explanation of Disparate Impact RemoverIntroduction to AI FairnessApr 22, 20192Apr 22, 20192
Published inTowards Data ScienceStatistical Tests for Comparing Machine Learning and Baseline PerformanceWhen comparing a machine learning approach with the current solution, I wish to understand if any observed difference is statistically…Mar 14, 20196Mar 14, 20196
Published inTowards Data ScienceMachine Learning: Balancing model performance with business goalsThis post is designed to give some guidance for evaluating the use of machine learning to solve your business problem.Oct 6, 20182Oct 6, 20182
Deep Learning: Common ArchitecturesThis post is designed to be an overview highlighting three of the most common deep learning architectures: Multi-layer Perceptrons…Aug 14, 20181Aug 14, 20181
Introduction to Deep Learning: What do I need to know…?What is Deep Learning?Aug 14, 20182Aug 14, 20182
Machine Learning: Trying to make recommendationsThis post is part of a series introducing Algorithm Explorer: a framework for exploring which data science methods relate to your business…Jul 31, 2018Jul 31, 2018
