Course Content Logistic Regression Code on Amazon Dataset Lagrange Multiplier Example for Understanding Support Vector Machine Karush Kuhn Tucker Example for Understanding Support Vector Machine SVM Primal and Dual problem for understanding Support Vector Machine SVM Introduction to Support Vector Machine SVM Functional and Geometric Margin Optimization Problem Support Vector Machine SVM Solving Optimization Problem Support Vector Machine SVM Use of Transforming Data to High Dimension Kernel Function in Support Vector Machine SVM Soft Margin Support Vector Machine SVM Hyperparameter Bias Variance Tradeoff in Support Vector Machine SVM Support Vector Machine Code on Amazon Mobile Data Set Graphical Intuition on Decision Tree Understanding Entropy Decision Tree Information Gain in Decision Tree Constructing Decision Tree Gini Impurity in Decision Tree Information Gain on Numerical Features Decision Tree Hyperparameter Bias Variance Tradeoff Decision Tree Decision Tree Graphviz Python Code on Amazon Data set 9 of 13
