Statistics for Data Science | Probability and Statistics | Statistics Tutorial | Ph.D. (Stanford)

Wed, 11 Mar 2026 11:45:09 +0000

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Pro Course Coverage:
📊 Descriptive, Prescriptive & Predictive Statistics
📈 Types of Data: Qualitative & Quantitative
🔗 Correlation & Covariance
🎲 Probability & Bayes’ Theorem
📉 Binomial & Poisson Distributions
🛠️ Applications of Statistics in Data Science

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🏁 YouTube Video Chapters with Timestamps:
00:00 – Introduction
02:22 – Statistics vs Machine Learning
09:05 – Types of Statistics: Descriptive, Prescriptive, Predictive
01:50:45 – Types of Data
02:46:02 – Correlation
02:52:33 – Covariance
04:26:55 – Introduction to Probability
05:24:00 – Conditional Probability with Bayes’ Theorem
06:17:01 – Binomial Distribution
06:36:02 – Poisson Distribution

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