Predictive Analytics Methods & Tools


All the current and future topics of LearnByMarketing are listed here.  Not all topics are available, and many won’t be for months to come.  Check back every once-in-a-while to see new explanations and collection of resources for these statistical data mining methods.

Regression

Linear Regression!

Neural Networks

Artificial Neural Networks

Bayesian

Naive Bayes

Clustering / Distance-Based

K-Nearest Neighbors K Means Algorithm

Decision Trees

Decision Trees

Ensembles

  • Bagging
  • Boosting (Gradient Boosting)
  • Stacking

Time Series

  • Auto Regressive
  • Moving Average
  • ARIMA
  • Locally-Weighted Regression

Feature Extraction

  • Latent Semantic Analysis
  • Multi-Dimensional Scaling
  • Principal Component Analysis
  • Singular Value Decomposition
  • Matrix Factorization

Linear-Mapping

  • Linear Discriminant Analysis
  • Support Vector Machines

Association Rules

  • Apriori Algorithm
  • FP Growth Algorithm
  • NB Rules

Distributed Computing

  • Hadoop / MapReduce
  • SPARK