This lesson is being piloted (Beta version)

Machine Learning with R: Glossary

Key Points

Introduction to Data Science workflow with R
  • Data Science, R programming language, caret, supervised learning, unsupervised learning

Introduction to Caret
  • Caret

Data Partition with caret
  • Caret

Evaluation Metrics with caret
  • Caret

Supervised Learning with Continuous Output
  • Regression training

Supervised Learning with Categorical Output
  • categorical output

Unsupervised Learning
  • K-mean

Regularization and Variable Selection
  • Regularization, Ridge Regression, LASSO, Elastic Nets, PCA

Kaggle online competition: Supervised Learning
  • Kaggle

Kaggle online competition: Unsupervised Learning
  • Kaggle

Fundamental Text Mining using R
  • Text Mining, R

Part of Speech Tagging
  • NLP, POS

Glossary

FIXME