CHAPTER 38 / 40
Probability and Statistics in Python
4 lessons · Explore, experiment and understand.
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Chapter lessons
4 lessons
- Step 159~5mCode · 31🎯Quick win
Simulating Randomness: The Law of Large Numbers
Flip a simulated coin thousands of times and watch the proportion of heads settle toward the true probability — the Law of Large Numbers mad…
Open lesson - Step 160~5mCode · 21🎯Quick win
The Central Limit Theorem in Code
Reproduce chapter 31's die-averaging animation as real code -- simulate 6000 rolls, average them in groups of 1/2/5/30, and confirm the stan…
Open lesson - Step 161~5mCode · 31🎯Quick win
Bootstrap Confidence Intervals
No formula for the standard error? Resample your own data instead -- the bootstrap builds a confidence interval by simulation, and this less…
Open lesson - Step 162~5mCode · 31🎯Quick win
Hypothesis Testing with SciPy
Reproduce chapter 31's fair-coin test (z=2.4, p≈0.0164) with real code, then cross-check it against SciPy's exact binomial test -- and see w…
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