Mathematical Background (1/2)
| Week | Course Content | Course Video |
|---|---|---|
| Introduction to Machine Learning | Watch Online | |
| The Growth of a Data Scientist | Watch Online | |
| Machine Learning: Overview (1/2) | Watch Online | |
| Machine Learning: Overview (2/2) | Watch Online | |
| Mathematical Background (1/2) | Watch Online | |
| Mathematical Background (2/2) | Watch Online | |
| Three Fundamental Learning Algorithms - Naive Bayes Algorithm | Watch Online | |
| Three Fundamental Learning Algorithms - k-Nearest Neighbor Algorithm | Watch Online | |
| Three Fundamental Learning Algorithms - Perceptron Algorithm (1/2) | Watch Online | |
| Three Fundamental Learning Algorithms - Perceptron Algorithm (2/2) | Watch Online | |
| Evaluating the Learning Models | Watch Online | |
| Learning Theory (1/2) | Watch Online | |
| Learning Theory (2/2) | Watch Online | |
| Optimization (1/5) | Watch Online | |
| Optimization (2/5) | Watch Online | |
| Optimization (3/5) | Watch Online | |
| Optimization (4/5) | Watch Online | |
| Optimization (5/5) | Watch Online | |
| Support Vector Machine(SVM) (1/6) | Watch Online | |
| Support Vector Machine(SVM) (2/6) | Watch Online | |
| Support Vector Machine(SVM) (3/6) | Watch Online | |
| Support Vector Machine(SVM) (4/6) | Watch Online | |
| Support Vector Machine(SVM) (5/6) | Watch Online | |
| Support Vector Machine(SVM) (6/6) | Watch Online | |
| Sequential Minimal Optimization (SMO) (1/2) | Watch Online | |
| Sequential Minimal Optimization (SMO) (2/2) | Watch Online | |
| Anomaly Detection via Online Over Sampling Principal Component Analysis (1/2) | Watch Online | |
| Anomaly Detection via Online Over Sampling Principal Component Analysis (2/2) | Watch Online | |
| Nonlinear Dimension Reduction with Kernel Sliced Inverse Regression | Watch Online | |
| Clustering and EM Algorithm (1/4) | Watch Online | |
| Clustering and EM Algorithm (2/4) | Watch Online | |
| Clustering and EM Algorithm (3/4) | Watch Online | |
| Clustering and EM Algorithm (4/4) | Watch Online | |
| Online Nonlinear Support Vector Machine for Large-Scale Classification (1/2) | Watch Online | |
| Online Nonlinear Support Vector Machine for Large-Scale Classification (2/2) | Watch Online |
COURSE
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