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MT120 Introduction to Statistics (MT-120)


Content
  • Lecture 1- Overview
  • Lecture 2- Glance
  • Definition, terminology
  • Study Designs (Cross- Sectional, Case-control, Cohort)
  • Variables and Types of Variables
  • Bar Chart, Pie Chart, Frequency Tables
  • Histograms and Density Plots for Numeric Variables
  • Test 1
  • Boxplots in Statistics
  • Plots for Two Variables
  • Describing Distributions
  • Mean, Median and Mode in Statistics
  • Percentiles, Quantiles and Quartiles in Statistics
  • Assignment
  • Standard Deviation & Degrees of Freedom Explained
  • Sample and Population in Statistics]
  • Normal Distribution, Z- scores & Empirical Rule
  • Samples from a Normal Distribution
  • Central Limit Theorem & Sampling Distribution Concepts
  • Long Quiz
  • Standard Error of the Mean: Concept and Formula
  • Confidence Interval Concept Explianed
  • Hypothesis Testing Explained
  • T- Distribution in Statistics and Probability
  • Confidence Interval for Mean with Example
  • Quiz
  • Margin of Error & Sample Size for Confidence Interval
  • Booststrapping and Resampling in Statistics with Example
  • Hypothesis Testing: Calculations and Interpretations
  • Hypothesis Testing: One Sided vs Two Sided Alternative
  • Hypothesis Test vs. Confidence Interval
  • Errors and Power in Hypothesis Testing
  • Power Calculations in Hypothesis Testing
  • Statistical Inference Definition with Example
  • Bivariate Analysis Meaning
Completion rules
  • All units must be completed
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