Stacey RonaghaninTowards 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.5 min read·Nov 5, 2020----
Stacey RonaghaninTowards Data ScienceDemystifying Model Training & TuningDifferent machine learning algorithms are searching for different trends and patterns. Consequently, one algorithm isn’t the best across…9 min read·Oct 28, 2019----
Stacey RonaghaninTowards 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…5 min read·Sep 19, 2019--1--1
Stacey RonaghaninTowards 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…6 min read·Sep 19, 2019----
Stacey RonaghaninTowards Data ScienceAI Fairness — Explanation of Disparate Impact RemoverIntroduction to AI Fairness6 min read·Apr 22, 2019--2--2
Stacey RonaghaninTowards 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…5 min read·Mar 14, 2019--6--6
Stacey RonaghaninTowards 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.7 min read·Oct 6, 2018--2--2
Stacey RonaghanDeep Learning: Common ArchitecturesThis post is designed to be an overview highlighting three of the most common deep learning architectures: Multi-layer Perceptrons…3 min read·Aug 14, 2018--1--1
Stacey RonaghanIntroduction to Deep Learning: What do I need to know…?What is Deep Learning?7 min read·Aug 14, 2018--2--2
Stacey RonaghanMachine 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…5 min read·Jul 31, 2018----
