YoVDO

Statistics Fundamentals

Offered By: YouTube

Tags

Statistics & Probability Courses Data Analysis Courses Hypothesis Testing Courses Central Limit Theorem Courses Normal Distribution Courses Correlation Courses Histograms Courses P-values Courses Covariance Courses

Course Description

Overview

Dive into a comprehensive 8-hour video series covering fundamental statistical concepts. Gain a general overview of statistics and use it as a reference for various statistical topics. Learn about histograms, statistical distributions, normal distribution, population parameters, mean, variance, standard deviation, statistical models, sampling, hypothesis testing, p-values, statistical power, covariance, correlation, R-squared, central limit theorem, standard error, replicates, sample size, data visualization techniques, logarithms, confidence intervals, significance thresholds, t-tests, binomial distribution, quantiles, percentiles, Q-Q plots, quantile normalization, probability vs likelihood, maximum likelihood estimation, odds ratios, and expected values. Use this series to build a strong foundation in statistics and enhance your understanding of key statistical concepts and methodologies.

Syllabus

StatQuest: Histograms, Clearly Explained.
StatQuest: What is a statistical distribution?.
StatQuest: The Normal Distribution, Clearly Explained!!!.
Statistics Fundamentals: Population Parameters.
Statistics Fundamentals: The Mean, Variance and Standard Deviation.
StatQuest: What is a statistical model?.
StatQuest: Sampling A Distribution.
Hypothesis Testing and The Null Hypothesis.
Alternative Hypotheses: Main Ideas!!!.
p-values: What they are and how to interpret them.
How to calculate p-values.
p-hacking: What it is and how to avoid it!.
Statistical Power, Clearly Explained!!!.
Power Analysis, Clearly Explained!!!.
Covariance and Correlation Part 1 (of 2): Covariance.
Covariance and Correlation Part 2 (of 2): Pearson's Correlation.
StatQuest: R-squared explained.
The Central Limit Theorem.
StatQuickie: Standard Deviation vs Standard Error.
StatQuest: The standard error.
Bam!!! Clearly Explained!!!.
StatQuest: Technical and Biological Replicates.
StatQuest - Sample Size and Effective Sample Size, Clearly Explained.
Bar Charts Are Better than Pie Charts.
StatQuest: Boxplots, Clearly Explained.
StatQuest: Logs (logarithms), clearly explained.
StatQuest: Confidence Intervals.
StatQuickie: Thresholds for Significance.
StatQuickie: Which t test to use.
StatQuest: One or Two Tailed P-Values.
The Binomial Distribution and Test, Clearly Explained!!!.
StatQuest: Quantiles and Percentiles, Clearly Explained!!!.
StatQuest: Quantile-Quantile Plots (QQ plots), Clearly Explained.
StatQuest: Quantile Normalization.
StatQuest: Probability vs Likelihood.
StatQuest: Maximum Likelihood, clearly explained!!!.
Maximum Likelihood for the Exponential Distribution, Clearly Explained! V2.0.
Why Dividing By N Underestimates the Variance.
Maximum Likelihood for the Binomial Distribution, Clearly Explained!!!.
Maximum Likelihood For the Normal Distribution, step-by-step!.
StatQuest: Odds and Log(Odds), Clearly Explained!!!.
StatQuest: Odds Ratios and Log(Odds Ratios), Clearly Explained!!!.
Live 2020-04-20!!! Expected Values.


Taught by

StatQuest with Josh Starmer

Related Courses

Accounting for Death in War: Separating Fact from Fiction
Royal Holloway, University of London via FutureLearn
Advanced Machine Learning
The Open University via FutureLearn
Advanced Statistics for Data Science
Johns Hopkins University via Coursera
農企業管理學 (Agribusiness Management)
National Taiwan University via Coursera
AI & Machine Learning
Arizona State University via Coursera