PinnedConor O'SullivaninTowards Data ScienceIntroduction to SHAP with PythonHow to create and interpret SHAP plots: waterfall, force, mean SHAP, beeswarm and dependence·10 min read·Dec 19, 2021--11--11

PinnedConor O'SullivaninTowards Data Science7 Lessons from an ML Internship at IntelAutomation, machine learning and LLMs in the chip industry·7 min read·Feb 12, 2024--10--10

PinnedConor O'SullivaninTowards Data ScienceWhat is Explainable AI (XAI)?An introduction to XAI— the field aimed at making machine learning models understandable to humans11 min read·Sep 19, 2022--1--1

PinnedConor O'SullivaninTowards Data ScienceThe Ultimate Guide to PDPs and ICE PlotsThe intuition, maths and code (R and Python) behind partial dependence plots and individual conditional expectation plots·26 min read·Jun 28, 2022--1--1

PinnedConor O'SullivaninTowards Data ScienceAnalysing Fairness in Machine LearningDoing an exploratory fairness analysis and measuring fairness using equal opportunity, equalized odds and disparate impact20 min read·Apr 29, 2022--1--1

Conor O'SullivaninTowards Data ScienceUnderstanding Friedman’s H-statistic (H-stat) for InteractionsThe intuition and maths for the H-stat used to find interactions in machine learning models·11 min read·May 28, 2024----

Conor O'SullivaninTowards Data ScienceDeep Dive on Accumulated Local Effect Plots (ALEs) with PythonIntuition, algorithm and code for using ALEs to explain machine learning models·10 min read·May 20, 2024----

Conor O'SullivaninTowards Data ScienceCrafting Time Series GIFs of Satellite Images with PythonWitness the evolution of our world with 40 years of Landsat data and minimal manual work·12 min read·May 12, 2024--1--1

Conor O'SullivaninTowards Data SciencePermutation Feature Importance from ScratchUnderstanding the importance of permutations in the field of explainable AI·10 min read·Apr 24, 2024----

Conor O'SullivaninTowards Data Science8 Plots for Explaining Linear Regression to a LaymanExplain regression to a non-technical audience with residual, weight, effect and SHAP plots·13 min read·Apr 16, 2024--2--2