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AI From Scratch/Phase 02/Lesson 03/~90 minutes

Logistic Regression

BuildPythonNo prerequisites

Logistic regression bends a straight line into an S-curve to answer yes-or-no questions with probabilities.

Back to phaseML FundamentalsNext lessonDecision Trees and Random Forests

Phase 02

ML Fundamentals

01What Is Machine Learning02Linear Regression03Logistic Regression04Decision Trees and Random Forests05Support Vector Machines06K-Nearest Neighbors and Distances07Unsupervised Learning08Feature Engineering & Selection09Model Evaluation10Bias-Variance Tradeoff11Ensemble Methods12Hyperparameter Tuning13ML Pipelines14Naive Bayes15Time Series Fundamentals16Anomaly Detection17Handling Imbalanced Data18Feature Selection
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Phase 02

ML Fundamentals

01What Is Machine Learning02Linear Regression03Logistic Regression04Decision Trees and Random Forests05Support Vector Machines06K-Nearest Neighbors and Distances07Unsupervised Learning08Feature Engineering & Selection09Model Evaluation10Bias-Variance Tradeoff11Ensemble Methods12Hyperparameter Tuning13ML Pipelines14Naive Bayes15Time Series Fundamentals16Anomaly Detection17Handling Imbalanced Data18Feature Selection

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Classification BaselineSkilllogistic_regression.pyCodemain.jlCodeSource lessonSource