Data Mining & Machine Learning with R Training Course

Course CodeCourse Code

dmmlr

Duration Duration

14 hours (usually 2 days including breaks)

Requirements Requirements

This course is part of the Data Scientist skill set (Domain: Analytical Techniques and Methods)

Course OutlineCourse Outline

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

TestimonialsTestimonials

The trainer was so knowledgeable and included areas I was interested in

Mohamed Salama - Edmonton Police Service

Bookings, Prices and EnquiriesBookings, Prices and Enquiries

Guaranteed to run even with a single delegate!
Private Classroom
 
Private Classroom
Participants are from one organisation only. No external participants are allowed. Usually customised to a specific group, course topics are agreed between the client and the trainer.
Private Remote
From £2600
Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet. More Information

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Private Remote
1 £2600
2 £1750
3 £1467
4 £1325
Public Classroom
From £2900
(110)
Public Classroom
Participants from multiple organisations. Topics usually cannot be customised

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Public Classroom
1 £2900
2 £1925
3 £1600
4 £1438
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Upcoming Courses

VenueCourse DateCourse Price [Remote / Classroom]
Bradford - Carlisle Business CentreThu, 2018-02-01 09:30£2600 / £3100
Leicester - St. Georges HouseThu, 2018-02-01 09:30£2600 / £3100
SheffieldMon, 2018-02-05 09:30£2600 / £3000
GlasgowTue, 2018-02-06 09:30£2600 / £3300
Belfast City CentreTue, 2018-02-06 09:30£2600 / £3100

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