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I. Simple Real-Data Illustration
I. Simple Real-Data Illustration
Predicting Titanic Survival Using Statistics and AI
Predicting Titanic Survival Using Statistics and AI
Objective
Objective
Understand how statistical tools can help uncover patterns in real-world data
Use statistics and machine learning to model survival
Business Statistical Analysis: Bank Marketing Dataset
Business Statistical Analysis: Bank Marketing Dataset
Objective
Objective
Descriptive summaries
Distributions and confidence intervals
Inference via hypothesis tests
Modeling with linear regression and ANOVA
Spotify Song Popularity Analysis
Spotify Song Popularity Analysis
Objective
Explore song characteristics (tempo, loudness, danceability) and predict popularity.
Dataset
Spotify Dataset 1921–2020 (600k+ Tracks)
Online Retail Analysis: Why Use These Statistical Methods?
Online Retail Analysis: Why Use These Statistical Methods?
Objective
Use real-world e-commerce transaction data to extract customer insights using statistical and AI techniques.
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