Statistics From Zero for Data Work
by Niranjan Singh · 12 parts · about 226 min · beginner
The statistics every data role uses daily, explained from the first idea with small real datasets. No formula is used before it is motivated.
Data analysis and visualization
Tutorial series: every part of a topic, in order.
by Niranjan Singh · 12 parts · about 226 min · beginner
The statistics every data role uses daily, explained from the first idea with small real datasets. No formula is used before it is motivated.
A practical tour of the ten most common ways test information sneaks into model training, with worked examples and concrete …
The MLHub Posts Organization
1 day, 5 hours ago • 17 min read
A capstone project that brings every idea from this statistics path together: build a synthetic housing dataset, describe it honestly …
1 week, 3 days ago • 36 min read
Load a real dataset into pandas and work through every descriptive statistic from Parts 3 to 10 of this path, …
1 week, 5 days ago • 21 min read
Every number you have computed so far in this path came from a sample, not the whole truth. This part …
2 weeks ago • 15 min read
A plain-language walkthrough of covariance and correlation, built from a small worked example, followed by the ways a single correlation …
2 weeks, 2 days ago • 21 min read
A practical guide to spotting unusual values with the IQR rule and z-scores, understanding why each method can mislead you, …
2 weeks, 4 days ago • 14 min read
A plain-language guide to the bell curve: what makes a distribution normal, why the 68-95-99.7 rule works, and how z-scores …
2 weeks, 6 days ago • 19 min read
Mean and spread only tell part of the story. This guide builds intuition for the shape of a distribution, symmetric …
3 weeks, 1 day ago • 20 min read
Learn what a percentile actually measures, how quartiles and the five-number summary are built from it, and how to read …
3 weeks, 2 days ago • 13 min read
The mean or median tells you where data sits, but not how tightly it is packed. This article builds range, …
3 weeks, 3 days ago • 20 min read
Mean, median and mode all claim to describe the typical value in a dataset, but they can tell very different …
3 weeks, 3 days ago • 19 min read
Before you compute a single statistic, you need to know what kind of data you are holding. This article teaches …
3 weeks, 4 days ago • 17 min read
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3 weeks, 4 days ago • 17 min read
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