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Data Science

Data Science allows us to extract meaning from and interpret data.

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Why Your Retail AI Model Will Fail This Ramadan (And What to Do About It)

Why Your Retail AI Model Will Fail This Ramadan (And What to Do About It)

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7 min read
Building an Amazon Advertising ROI Optimization System with Python

Building an Amazon Advertising ROI Optimization System with Python

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5 min read
Gini Impurity: The Blindfolded Archer Who Taught Decision Trees How to Split

Gini Impurity: The Blindfolded Archer Who Taught Decision Trees How to Split

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15 min read
The Sigmoid Function: The Story of the World's Most Diplomatic Mathematician

The Sigmoid Function: The Story of the World's Most Diplomatic Mathematician

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10 min read
Multicollinearity: The Three Witnesses Who Told the Same Story — And Why the Jury Got Confused

Multicollinearity: The Three Witnesses Who Told the Same Story — And Why the Jury Got Confused

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12 min read
Pruning Decision Trees: The Bonsai Master Who Taught ML Engineers When to Stop

Pruning Decision Trees: The Bonsai Master Who Taught ML Engineers When to Stop

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16 min read
Bagging: The Jury System That Taught Machine Learning the Wisdom of Crowds

Bagging: The Jury System That Taught Machine Learning the Wisdom of Crowds

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16 min read
Logistic Regression: The Bouncer Who Gives Probability of Entry Instead of Just Yes/No

Logistic Regression: The Bouncer Who Gives Probability of Entry Instead of Just Yes/No

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13 min read
Lasso Regression: The Brutal Manager Who Said 'Some of You Are Getting Fired' — And Actually Did It

Lasso Regression: The Brutal Manager Who Said 'Some of You Are Getting Fired' — And Actually Did It

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12 min read
Elastic Net: The Mediator Who Said 'Let's Take the Best of Both Approaches'

Elastic Net: The Mediator Who Said 'Let's Take the Best of Both Approaches'

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11 min read
Ridge Regression: The Manager Who Said 'Everyone Gets a Small Piece' Instead of 'Winner Takes All'

Ridge Regression: The Manager Who Said 'Everyone Gets a Small Piece' Instead of 'Winner Takes All'

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12 min read
When Linear Regression Assumptions Are Violated: The Bridge Engineer Who Ignored the Cracks and Declared It Safe

When Linear Regression Assumptions Are Violated: The Bridge Engineer Who Ignored the Cracks and Declared It Safe

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12 min read
Day 5 : Is Your Model Actually Good? - Evaluation Metrics

Day 5 : Is Your Model Actually Good? - Evaluation Metrics

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2 min read
Decision Trees: The Detective Who Solves Cases by Asking Yes/No Questions

Decision Trees: The Detective Who Solves Cases by Asking Yes/No Questions

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16 min read
Information Gain & Entropy: The Game Show Host Who Learned to Ask Perfect Questions

Information Gain & Entropy: The Game Show Host Who Learned to Ask Perfect Questions

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16 min read
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