Data Mining & Machine Learning with R Training Course

Course

In City Of London

Price on request

Description

  • Type

    Course

  • Location

    City of london

R is an open-source free programming language for statistical computing, data analysis, and graphics. R is used by a growing number of managers and data analysts inside corporations and academia. R has a wide variety of packages for data mining.

Facilities

Location

Start date

City Of London (London)
See map
Token House, 11-12 Tokenhouse Yard, EC2R 7AS

Start date

On request

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Reviews

Subjects

  • Data Mining

Course programme

Introduction to Data mining and Machine Learning

  • Statistical learning vs. Machine learning
  • Iteration and evaluation
  • Bias-Variance trade-off
Regression
  • Linear regression
  • Generalizations and Nonlinearity
  • Exercises
Classification
  • Bayesian refresher
  • Naive Bayes
  • Dicriminant analysis
  • Logistic regression
  • K-Nearest neighbors
  • Support Vector Machines
  • Neural networks
  • Decision trees
  • Exercises
Cross-validation and Resampling
  • Cross-validation approaches
  • Bootstrap
  • Exercises
Unsupervised Learning
  • K-means clustering
  • Examples
  • Challenges of unsupervised learning and beyond K-means
Advanced topics
  • Ensemble models
  • Mixed models
  • Boosting
  • Examples
Multidimensional reduction
  • Factor Analysis
  • Principal Component Analysis
  • Examples

Data Mining & Machine Learning with R Training Course

Price on request