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Getting started with Anaconda Notebooks
Linear Regression: Simple Linear Regression
Linear Regression Quiz: Calculate the Sum of Squares
Linear Regression: Exercise Solution
Linear Regression: Finding Coefficients
Linear Regression: Scoring and Validation
Linear Regression Quiz: Perform a Linear Regression
Linear Regression: Exercise Solution 2
Logistic Regression: Classification
Logistic Regression: Multiple Logistic Regression
Logistic Regression: Accuracy and Confusion Matrices
Logistic Regression: Receiver Operator Characteristic (ROC) and Area Under the Curve (AUC)
Logistic Regression Quiz: Perform a Logistic Regression
Logistic Regression: Exercise Solution
Naive Bayes: Overview
Naive Bayes Quiz: Categorize Bank Transaction
Naive Bayes: Exercise Solution
Decision Trees: Overview
Decision Trees: Gini Impurity
Decision Trees: Overfitting and Random Forests: Overview
Random Forests Quiz: Perform a random forest classification
Random Forests: Exercise Solution
Neural Networks: Overview
Neural Networks: Walkthrough
Neural Networks Quiz: Neural Network Classifier
Neural Networks: Exercise Solution
Neural Networks: Computer Vision
Neural Networks: Optimization Concerns
Neural Networks Quiz: Perform a Neural Network Prediction on the MNIST Dataset
Neural Networks: Exercise Solution 2
Conclusion
End of Course Survey
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