Course curriculum
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1
Basic Statistics
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[General - Easy] Mean, Median, Percentile
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[General - Easy] Estimate Global Mean and Variance
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[Google - Medium] Unbiased Estimation of Variance
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[Google - Medium] Confidence Interval of Median
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[Google - Medium] Confidence Interval of Coin Toss
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2
Statistical Bias
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[LinkedIn - Easy] Simpson's Paradox
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[General - Medium] Customer Satisfaction Survey
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[General - Medium] Health Monitoring Device
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[General - Medium] Training Program
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[General - Medium] Feature Preference Survey
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3
Probability
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[General - Easy] Birthday Problem
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[General - Easy] Chance of Heads Flipping a Biased Coin
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[Meta - Easy] Suits and Ranks
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[Meta - Easy] Probability of Biased Coin
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[Meta - Easy] Two Kings
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[Meta - Easy] Facebook Rater
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[Meta - Easy] Rains in Seattle
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[Amazon - Easy] Detecting Disease
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[Google - Medium] Median of Uniform Distribution
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[Meta - Medium] Average Waiting Days
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[Meta - Medium] Maximum Payout in Die Roll
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[Goldman Sachs - Medium] Correlation of X+3 and Y
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[Google - Medium] Maximum Likelihood Estimation
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[General - Hard] Number of Trials to Detect Biased Coin
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[Google - Hard] Estimate d in Uniform(0, d)
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4
Hypothesis Testing
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[Google - Easy] Pretest-Posttest
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[Capital One - Easy] Explain P-Value to a Non-Technical Stakeholder
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[General - Easy] Central Limit Theorem on T-Test
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[General - Easy] Tests with Zero-Inflated, Skewed Distributions
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[Google - Medium] Testing Variances
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[General - Easy] Central Limit Theorem
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[General - Easy] P-Value Meaning
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[Google - Easy] CI from One-Sided Test
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[Pinterest - Easy] Reduce Type 1 Error Rate
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[Google - Easy] Difference between T-Test and Z-Test?
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[Pinterest - Easy] Multiple Testing
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[General - Easy] Explain the Confidence Interval
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[Airbnb - Easy] CLT and Z-Test
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[Google - Medium] Biased Coin Hypothesis Testing
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[Uncountable - Hard] Factorial Design
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5
Regression Analysis
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[General - Easy] OLS Model Assumptions
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[General - Easy] The Least Squares Method
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[General - Easy] Collinearity in Regression Modeling
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[General - Easy] Outliers in Regression Modeling
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[General - Easy] Confidence Interval in Logistic Regression Model
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[General - Easy] Inflated R-Squared
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[Apple - Easy] Ad Campaign Conversion
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[YouTube - Easy] YouTube Video Consumption - Part 1
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[YouTube - Easy] YouTube Video Consumption - Part 2
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[Apple - Medium] Call Center Analysis
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