by Andrew Ng, Stanford University, Course Link
Windows 10
GNU Octave, version 6.3.0
- ex1
- Linear Regression
- select which city that restaurants should expand next.
- ex2
- Logistic Regression
- predict whether a student gets admitted into a university.
- determine whether the microchips should be accepted or rejected
- ex3
- Multi-class Classification
- Neural Network
- recognize handwritten digits (from 0 to 9)
- ex4
- Backpropagation Algorithm
- recognize handwritten digits (from 0 to 9)
- ex5
- Regularized Linear Regression
- Bias-Variance Tradeoff
- predict the water level in a reservoir
- ex6
- Support Vector Machines
- building a spam classifier
- ex7
- K-means Clustering
- Principal Component Analysis (PCA)
- image compression
- dimensionality reduction
- ex8
- Anomaly Detection
- Collaborative Filtering Learning Algorithm
- detect anomalous behavior in server computers
- building a movie recommender system