Model Selection

• Optimizations/Machine Learning/Data Mining/Deep Learning/Reinforcement Learning/Graph Mining/NLP/Genetic Algorithms

• Regression

• Linear

• Non-Linear

• Classifications

• Logistics Regression

• Sigmoid : Binary

• Softmax: Multi-Class

• Bayes Classifier

• SVM

• Bayesian: Regression/Classification

• Clustering

• K-NN

• KNN+

• Kmeans, Hierarchical, Density

•Machine Learning/Data Mining/Deep Learning/Reinforcement Learning/Graph Mining/NLP

•Time Series Analysis

•Decision (Regression, Classification) Trees

•Univariate

•Multivariate

•Random Forest

•Reinforcement Learning

•Q-Learning

•Monte Carlo

•Deep Learning (Know variations, find a fit)

•MLP

•LSTM

•RNN

•Ensemble Methods

•Multiple Learners Together

Ref: Internet, Demir Slides

Data Analytics, Machine Learning, Data Science