ML one liners - Examples

List of Common Machine Learning Algorithms

Un Supervised Models

• K Means Clustering Algorithm - Clustering similar groups based on selected features (Un-Supervised)
• Nearest Neighbors - Anamoly detection, Identifying outliers (Un-Supervised)

Supervised Models

• Naïve Bayes Classifier Algorithm - Generative, Example - Text mining, Probability article belongs to a particular category (Supervised)
• Support Vector Machine Algorithm - Classification (Supervised)
• Linear Regression - Predictive Analytics (Supervised)
• Logistic Regression - Classification / Discriminative (Supervised) Ex- Theft will happen in a store
• Decision Trees - Feature Bagging (Supervised)
• Random Forests - Feature Bagging. Forest of Decision Trees (Supervised)
• Apriori Algorithm - Frequent itemsets (Market basket analysis – Data Mining) 

Happy Learning!!!