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Reading 06: Logistic Regression and Gradient Descent
Logistic Regression and Gradient Descent
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Readings
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Slides
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FCA - Section 7.3.2
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PML - Chapter 10
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ISLP - Chapter 4.3
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UML - Section 9.3
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Logistic Regression (HdM)
Videos
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sp25 Panopto
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Cornell CS4780
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Logistic Regression (StatQuest)
Gradient Descent (StatQuest)
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Gradient Descent (3b1b)
Notebooks
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Numpy LR and GD
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Visualizing Gradient Descent
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Logistic Regression Visualization
Blogposts
Logistic Regression (MLU)
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A Gentle Introduction to Cross-Entropy for Machine Learning
Papers
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(1838) Notice sur la loi que la population poursuit dans son accroissement (Verhulst)
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(1847) M\xE9thode g\xE9n\xE9rale pour la r\xE9solution des syst\xE8mes\ \ d\u2019\xE9quations simultan\xE9es (Cauchy)
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(1958) The Regression Analysis of Binary Sequences (Cox)
Quiz
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