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Statistics for Data Science with Gen AI and ChatGPT - Full Course (2024)
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- 1 - Introduction
- 2 - What is statistics?
- 3 - Role of Statistics in Data Science
- 4 - Real-world Application of Statistics
- 5 - Types of Statistics [Descriptive, Prescriptive and Predictive]
- 6 - Descriptive Analysis
- 7 - Problem Statement
- 8 - Loading the Dataset
- 9 - Statistical Summary
- 10 - Quartile Range
- 11 - Univariate Analysis using Histogram
- 12 - Bi-variate Analysis using Box-plot
- 13 - Multivariate Analysis using Pivot Table
- 14 - Multivariate Analysis using Pair plot
- 15 - Types of Data
- 16 - Mean, Median, and Mode
- 17 - Correlation
- 18 - Covariance
- 19 - Analysis using Heat Map
- 20 - Simple Linear Regession
- 21 - Regression Co-efficient and Intercept
- 22 - Using ChatGPT 4o for Statistical Analysis
- 23 - Summary