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Data Science

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

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Outliers: The Art of Deciding Whether That 3,000 kg Penguin Is a Data Entry Error or an Actual Monster
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Outliers: The Art of Deciding Whether That 3,000 kg Penguin Is a Data Entry Error or an Actual Monster

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13 min read
SMOTE: The Creature Creation Lab That Saves Your Minority Class From Extinction
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SMOTE: The Creature Creation Lab That Saves Your Minority Class From Extinction

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10 min read
Imbalanced Datasets: When Your Model Gets 99% Accuracy by Being Completely Useless
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Imbalanced Datasets: When Your Model Gets 99% Accuracy by Being Completely Useless

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11 min read
Feature Scaling: Why Your Model Thinks a $50,000 Salary Matters More Than 20 Years of Experience
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Feature Scaling: Why Your Model Thinks a $50,000 Salary Matters More Than 20 Years of Experience

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11 min read
One-Hot Encoding: The Genius Trick That Works Perfectly Until It Explodes Your Computer
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One-Hot Encoding: The Genius Trick That Works Perfectly Until It Explodes Your Computer

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11 min read
Handling Categorical Variables: Teaching Your Model to Understand "Red," "Blue," and "Green" Without Having a Mental Breakdown
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Handling Categorical Variables: Teaching Your Model to Understand "Red," "Blue," and "Green" Without Having a Mental Breakdown

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11 min read
Normalization vs Standardization: The Tale of Two Translators Who Speak Different Languages
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Normalization vs Standardization: The Tale of Two Translators Who Speak Different Languages

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11 min read
Label Encoding: The Simple Trick That's Either Genius or Disaster Depending on One Question
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Label Encoding: The Simple Trick That's Either Genius or Disaster Depending on One Question

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9 min read
Coding Alpha: How We Use Python to Scrape Fintech Sentiment in Brazil
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Coding Alpha: How We Use Python to Scrape Fintech Sentiment in Brazil

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1 min read
Graph RAG: Architecture and Implementation of Knowledge-Graph-Augmented Generation
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Graph RAG: Architecture and Implementation of Knowledge-Graph-Augmented Generation

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9 min read
Using Clustering to Group Songs by Tempo, Energy, and Vocals

Using Clustering to Group Songs by Tempo, Energy, and Vocals

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3 min read
A Linux Desktop in Jupyter Lab

A Linux Desktop in Jupyter Lab

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1 min read
From "What Happened?" to "What Should We Do?" Understanding the Four Types of Data Analytics
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From "What Happened?" to "What Should We Do?" Understanding the Four Types of Data Analytics

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5 min read
Bayesian Thinking in Everyday Decisions

Bayesian Thinking in Everyday Decisions

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5 min read
Draw Baseball Fields and Spray Charts in matplotlib: baseball-field-viz

Draw Baseball Fields and Spray Charts in matplotlib: baseball-field-viz

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4 min read
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