PinnedSalih SalihinTowards Data ScienceThe Surprising Behavior of Data in Higher DimensionsA Journey into the Surprising World of High-Dimensional Data: The Blessings and the Challenges9 min read·Dec 15, 2023--9--9
Salih SalihinTowards Data ScienceThe Many Pillars of Getting the Most Value From Your Organization’s DataWhat Organizations Need to Account for to Leverage Their Data Value Fully!10 min read·Mar 30, 2024--5--5
Salih SalihinTowards Data ScienceMachine Learning Algorithms as a Mapping Between Spaces: From SVMs to Manifold LearningExploring the Beauty of Mapping Between Spaces in SVMs, Autoencoders, and Manifold Learning (Isomaps) Algorithms12 min read·Feb 7, 2024----
Salih SalihinTowards Data ScienceCurse of Dimensionality: An Intuitive ExplorationAn Intuitive Introduction to the Core Challenges When Working with High-Dimensional Data11 min read·Dec 30, 2023--4--4
Salih SalihinTowards Data ScienceThree Interpretability Methods to Consider When Developing Your Machine Learning ModelIntroduction to SHAP, LIME, and Anchors, with examples, similarities, pros and cons.9 min read·Mar 4, 2022--1--1
Salih SalihinTowards Data ScienceUnderstanding Machine Learning InterpretabilityIntroduction to machine learning interpretability, driving forces, taxonomy, example, and notes on interpretability assessment.10 min read·Jan 26, 2022--2--2