Linear Models

Linear Regression

Lasso Regression

Ridge Regression

Logistic Regression

Tree Based Models

Decision Tree

Random Forest

Adaptive Boosting

Gradient Boosting

Xgboost

LightGBM

Support Vector Machines

Factorization Machines

Sequential Models

Naive Bayes

Hidden Markov Model

Conditional Random Field

Probabilistic Graphical Models

Bayesian Networks

Markov Networks

Monte Carlo Simulation

Univariate Monte Carlo

Multidimensional Monte Carlo

Variance Reduction

Markov Chain Monte Carlo

Gibbs Sampler

Metropolis Hasting

Time Series

AR (Autoregressive)

MA (Moving Average)

ARMA

ARIMA

ARCH

GARCH

Model Evaluation

MSE / MAE

R squared

Accuracy

AUC-ROC

Precision-Recall-F1

Feature Engineering

Missing Values

Feature Encoding

Standardization

Imbalanced Data

Sparsity

Hypothesis Testing

t-test

F-test

chi-squared-test

Clustering

K Means

EM

Dimension Reduction

PCA

Kernel PCA

Sparse PCA

t-SNE

AutoEncoder

Word Vectors

n-gram

TF-IDF

Word2Vec

GloVe

FastText

RNN

LSTM

GRU

Transformer

Attention

BERT

GPT

XLNet

Recommender System

Collaborative Filtering

Matrix Factorization

Factorization Machine