Programming Language: Python
Library:
Pandas
Numpy
Matplotlib.pyplot
Sklearn
- Data preprocssing
Categorical
Hotencoding
Normalization
Training set and test set
Visualization - Regression
Single Variable regression
Multiple Variable regression
Polynomial Regression
Support Vector Regression
Decision tree Regression - Logistic Regression
K-nn
SVM
Kernel SVM
Naive Bayes
Decision tree
Random Decision tree - Clustering
K means
Hierarchical - Dimensionality reduction
Principal Component Analysis (PCA)
Kernel PCA
Linear Discriminant Analysis (LDA)
Reference to Udemy Machine_Learning A-Z course