It is a journey, long haul. Let’s take an exit, stretch our legs, get a coffee and trace our tracks.
Seeing Data and Making Friends with R
Lesson 1: When you see something, say data
Lesson 2: R is your companion
Sets and Properties
Lesson 3: Sets
Lesson 4: Visualizing Sets
Probability, Axioms, And rules
Lesson 6: Defining Probability
Lesson 7: Axioms of Probability
Lesson 9: Conditional Probability
Lesson 10: Independent Events
Lesson 12: Total Probability
Lesson 13: Bayes Rule
More R: Shortcuts, for, if-else, and functions
Lesson 5: Let us 'R'eview Lesson 8: The search 'for' w'if'i Lesson 11: Fran, the functionin' R-bot
Exploratory Data Analysis
Lesson 14: Order Statistics
Lesson 15: Frequency Plots
Lesson 16: Average
Lesson 17: Variance
Lesson 18: Skewness
Lesson 19: Outliers
Lesson 20: Coefficient of Variation
Random Variables, Expectation and others
Lesson 22: Random Variable
Lesson 23: Probability Distribution
Lesson 24: Expectation Operation
Lesson 25: More Expectation
Lesson 26: Variance Operation
Lesson 27: More Variance
Lesson 28: Standardization
More R: data exploration and large number games
Lesson 21: Beginners guide to summarize data in R Lesson 29: Large number games in R
Discrete Probability Distributions
Lesson 31: Bernoulli Trials
Lesson 32: Binomial Distribution
Lesson 33: Geometric Distribution
Lesson 34: Return Period
Lesson 35: Negative Binomial Distribution
Lesson 36: Poisson Distribution
Lesson 37: Still Poisson Distribution
Lesson 38: Hypergeometric Distribution
Continuous Probability Distributions
Lesson 41: Continuous Functions
Lesson 42: Beta Distribution
Lesson 43: Exponential Distribution
Lesson 44: Memoryless Property
Lesson 45: Gamma Distribution
Lesson 46: Convolution
Lesson 47: Central Limit Theorem Visuals
Lesson 48: Central Limit Theorem Derivation
Lesson 49: Normal Distribution
Lesson 50: The Standard Normal Distribution
Lesson 51: Guest Blog: Prof. Upmanu Lall from Columbia University
Lesson 52: Lognormal Distribution
Lesson 53: Chi-square Distribution
Lesson 54: The Connection of Probability Distributions to Bernoulli
More R: Discrete and Continuous Distributions
Lesson 39: Discrete Distributions in R Part I Lesson 40: Discrete Distributions in R Part II Lesson 55: Continuous Distributions in R Part I Lesson 56: Continuous Distributions in R Part II
Extreme Value Distributions
Lesson 57: Visual Understanding of Extreme Values
Lesson 58: Basics of Extreme Value Distributions
Lesson 59: Generalized Extreme Value Distribution
More R: Extreme Value Distributions
Lesson 60: Extreme Value Distributions in R
Inference
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