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Introduction to statistical learning 7

Mohamed AbdelwahabMohamed Abdelwahab
Jan 19, 20259 min read1 views

Table of Content 7 Moving Beyond Linearity 7.1 Polynomial Regression 7.2 Step Functions 7.3 Basis Functions 7.4 Regression Splines 7.4.1...

Introduction to statistical learning 7

Introduction to statistical learning 5

Mohamed AbdelwahabMohamed Abdelwahab
Jan 19, 202519 min read1 views

Table of Content 5. Resampling Methods 5.1 Cross-Validation 5.1.1 The Validation Set Approach 5.1.2 Leave-One-Out Cross-Validation 5.1.3...

Introduction to statistical learning 5

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 3

Mohamed AbdelwahabMohamed Abdelwahab
Jan 19, 202527 min read3 views

Table of Content 3. Linear Regression 3.1 Simple Linear Regression 3.1.1 Estimating the Coefficients 3.1.2 Assessing the Accuracy of the...

Introduction to statistical learning 3