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Probability & Statistics

From basic probability to statistical inference. Data analysis, distributions, hypothesis testing and regression. Aligned with A-Level, FSc and university syllabuses.
4.8 ★★★★★ (490)
19 lessons
22 hours
1,900 students
👩‍🏫
Irfana Aslam
MS CS · Data Scientist & Python Developer · Founder, BitWithBite
SIG
FREE
100% FREE
Full course · 19 lessons · 22 hours
This course includes
42 lessons (22 hours)
400+ practice problems
A-Level past paper questions
Data sets for real practice
A-Level and university focused
Progress
0% 0/19 lessons
📚 What you'll learn
Calculate probability for all types of events
Apply addition and multiplication rules
Use permutations and combinations
Work with all major probability distributions
Calculate mean, median, mode and standard deviation
Construct and interpret statistical diagrams
Apply hypothesis testing with confidence
Use regression for predictions
Course Curriculum
4 sections · 19 lessons · 22 hours total
01Descriptive Statistics
5 lessons · 4h
📖
Data Types & Frequency DistributionsLesson
FREE
📖
Mean, Median and ModeLesson
FREE
📖
Measures of Spread -- Variance and Standard DeviationLesson
📖
Statistical Diagrams -- Histograms, Box Plots, Scatter PlotsLesson
📝
Descriptive Statistics PracticeQuiz
02Probability Foundations
6 lessons · 5h
📖
Basic Probability -- Sample Space & EventsLesson
FREE
📖
Addition Rule -- Mutually Exclusive EventsLesson
FREE
📖
Multiplication Rule -- Independent & Dependent EventsLesson
📖
Permutations & CombinationsLesson
📖
Tree Diagrams & Probability ProblemsLesson
📝
Probability Practice -- 60 ProblemsQuiz
03Probability Distributions
4 lessons · 5h
📖
Discrete Distributions -- BinomialLesson
📖
Poisson DistributionLesson
📖
Normal DistributionLesson
📖
Normal Approximation & Central Limit TheoremLesson
04Statistical Inference
4 lessons · 5h
📖
Confidence IntervalsLesson
📖
Hypothesis TestingLesson
📖
Correlation & RegressionLesson
📝
Statistics Final Exam -- 80 ProblemsQuiz