ML Foundations 1

Learn mean, median, and mode visually through distribution plots, skewness, and a simple ML house price example. Part 1 of the ML Foundations series. Chapters: 00:00 – Introduction to ML Foundations and Data Shape 00:22 – Calculating Mean, Median, and Mode: The Basics 01:45 – Building a Distribution Plot from Scratch 03:25 – Visualizing Metrics: The "Location" on a Plot 04:06 – Median: The "Equal Area Split" Explained 05:19 – Mean: Understanding the "Balance Point" 06:23 – Symmetric Distribution Characteristics 07:36 – Left Skewed Distribution: Analyzing the Shift 08:54 – ML Connection: House Price Prediction Case Study 10:00 – Outliers and the "Luxury Factor" Bias 11:26 – Final Takeaways: Data Shape and ML Models Notes: https://drive.google.com/file/d/1nyuYZF0p2GY-I1e2Bx-Yea7qSPuR8L0O/view?usp=sharing #machinelearning #statistics #meanmedianmode #MLFoundations #datascience #artificialintelligence