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Beyond ROC-AUC and KS: The Gini Coefficient, Explained Simply

Beyond ROC-AUC and KS: The Gini Coefficient, Explained Simply
discussed about classification metrics like ROC-AUC and Kolmogorov-Smirnov (KS) Statistic in previous blogs. In this blog, we will explore another ...
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The Kolmogorov–Smirnov Statistic, Explained: Measuring Model Power in Credit Risk Modeling

The Kolmogorov–Smirnov Statistic, Explained: Measuring Model Power in Credit Risk Modeling
days, people are taking more loans than ever. For anyone who wants to build their own house, home loans are ...
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How to Become a Machine Learning Engineer (Step-by-Step)

How to Become a Machine Learning Engineer (Step-by-Step)
machine learning engineers are currently the highest-paid tech professionals in the UK? According to Levels.fyi, the average salary is almost ...
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Is Your Training Data Representative? A Guide to Checking with PSI in Python

Is Your Training Data Representative? A Guide to Checking with PSI in Python
To get the most out of this tutorial, you should have a solid understanding of how to compare two distributions. ...
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Mastering NLP with spaCy – Part 2

Mastering NLP with spaCy – Part 2
in a sentence provide a lot of information, such as what they mean in the real world, how they connect ...
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The Hidden Trap of Fixed and Random Effects

The Hidden Trap of Fixed and Random Effects
What Are Random Effects and Fixed Effects? When designing a study, we often aim to isolate independent variables from those ...
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Prescriptive Modeling Makes Causal Bets – Whether You Know it or Not!

Prescriptive Modeling Makes Causal Bets – Whether You Know it or Not!
modeling is the pinnacle of analytics value. It doesn’t focus on what happened, or even what will happen – it ...
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Exploring the Proportional Odds Model for Ordinal Logistic Regression

Exploring the Proportional Odds Model for Ordinal Logistic Regression
You can find the full code for this example at the bottom of this post. odds model for ordinal logistic ...
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The Role of Luck in Sports: Can We Measure It?

The Role of Luck in Sports: Can We Measure It?
: When Skill Isn’t Enough You’re watching your team dominate possession, double the number of shots… and still lose. Is ...
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Data Drift Is Not the Actual Problem: Your Monitoring Strategy Is

Data Drift Is Not the Actual Problem: Your Monitoring Strategy Is
is an approach to accuracy that devours data, learns patterns, and predicts. However, with the best models, even those predictions ...
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