Published inData Science CollectiveSimple Linear Regression Intuition (Part 2): The Calculus Behind the Line of Best FitIn Part 1, we explored how changing the slope and intercept independently affects the regression line. We then realized that to find the…Jun 20A response icon1Jun 20A response icon1
Published inData Science CollectiveSimple Linear Regression Intuition (Part 1): Visual Intuition Before the CalculusWe explore what the simple linear regression model is trying to optimize, using visuals and residuals and prepare to derive the best-fit…May 31A response icon1May 31A response icon1
Published inTowards AIIt Was Never Just About Tools: How Learning Data Analytics and Machine Learning Changed My ThinkingReflections on mistakes, mindset shifts, and what I truly learned while exploring Data Analytics and Machine Learning.Mar 25Mar 25
Published inTowards AIFrom Math to Code: Understanding PCA Intuitively and Implementing It in PythonWhat happened when I used Principal Component Analysis on a customer segmentation dataset — and why it worked?Mar 20Mar 20
Understanding Hypothesis Testing: A Data Driven ApproachWhen I first started learning Data Analytics, one of the concepts I found difficult to grasp was Hypothesis Testing. I was often confused…Mar 8Mar 8