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Machine Learning Interpretability (SHAP)

Mohamed AbdelwahabMohamed Abdelwahab
Jan 19, 202510 min read7 views

Table Of Content 1. Intro To SHAP 2. SHAP Summary Plot 3. SHAP Force Plot 4. SHAP Dependence Plot 5. SHAP Waterfall Plot 6. SHAP Interaction...

Machine Learning Interpretability (SHAP)

Hitting the Bullseye: How Bias and Variance Impact Your Model's accuracy?

Abeer MahmoudAbeer Mahmoud
Jan 19, 20255 min read7 views

Imagine you're playing darts. You don't want to be a one-hit wonder who can only hit the bullseye when you've practiced on that exact spot. You want...

Hitting the Bullseye: How Bias and Variance Impact Your Model's accuracy?

Introduction to statistical learning 4

Mohamed AbdelwahabMohamed Abdelwahab
Jan 19, 202519 min read2 views

Table of Content 4. Classification 4.1 An Overview of Classification 4.2 Why Not Linear Regression? 4.3 Logistic Regression 4.4 Generative...

Introduction to statistical learning 4

Introduction to statistical learning

Mohamed AbdelwahabMohamed Abdelwahab
Oct 31, 202421 min read21 views

Table of Content 1ِ. Introduction 1.1 Notations 2. Statistical Learning 2.1 Data load and plots 2.1.1 f (X) => Function of X 2.1.2 Parametric...

Introduction to statistical learning

Bias-Variance Trade off

Mohamed AbdelwahabMohamed Abdelwahab
Oct 29, 20245 min read3 views

Hitting the Bullseye: How Bias and Variance Impact Your Model's accuracy? image1? Image generated by chatgpt Imagine you're playing darts. You don't...

Bias-Variance Trade off