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Bayesian Linear Regression
Introduction to Statistics
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Welcome
Statistics and Data
1
Science of Data and Data Science
2
Data Collection and Data Type
3
Tool foR Data
Summarizing Data
4
Data Visualization
5
Numerical Summary Measures of Data
Probability
6
Definition of Probability
7
Probability Rules
8
Random Variables
9
Discrete Probability Distributions
10
Continuous Probability Distributions
11
Sampling Distribution
12
Law of Large Numbers and Central Limit Theorem
Statistical Inference
13
Point and Interval Estimation
14
Bootstrapping
15
Hypothesis Testing
16
Comparing Two Population Means
17
Inference About Variances
18
Inference About Proportions
19
Inference about Categorical Data
20
Bayesian Inference
21
Nonparametric Methods
Statistical Models
22
Analysis of Variance
23
Linear Regression
24
Logistic Regression
25
Bayesian Linear Regression
26
Survival Analysis
References
25
Bayesian Linear Regression
24
Logistic Regression
26
Survival Analysis