Applied Machine Learning Training Course

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Course Code

appliedml

Duration Duration

14 hours (usually 2 days including breaks)

Requirements Requirements

Keine

Overview Overview

This training course is for people that would like to apply Machine Learning in practical applications.

Audience

This course is for data scientists and statisticians that have some familiarity with statistics and know how to program R (or Python or other chosen language). The emphasis of this course is on the practical aspects of data/model preparation, execution, post hoc analysis and visualization.

The purpose is to give practical applications to Machine Learning to participants interested in applying the methods at work.

Sector specific examples are used to make the training relevant to the audience.

Course Outline Course Outline

  • Naive Bayes
  • Multinomial models
  • Bayesian categorical data analysis
  • Discriminant analysis
  • Linear regression
  • Logistic regression
  • GLM
  • EM Algorithm
  • Mixed Models
  • Additive Models
  • Classification
  • KNN
  • Bayesian Graphical Models
  • Factor Analysis (FA)
  • Principal Component Analysis (PCA)
  • Independent Component Analysis (ICA)
  • Support Vector Machines (SVM) for regression and classification
  • Boosting
  • Ensemble models
  • Neural networks
  • Hidden Markov Models (HMM)
  • Space State Models
  • Clustering

Public Classroom Public Classroom
Participants from multiple organisations. Topics usually cannot be customised
From 2390EUR
(9)
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 Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet
From 1890EUR
Request quote

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 Private Remote
1 2390EUR 1890EUR
2 1520EUR 1245EUR
3 1230EUR 1030EUR
4 1085EUR 923EUR
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Upcoming Courses

VenueCourse DateCourse Price [Remote / Classroom]
LeipzigTue, 2016-12-20 09:301890EUR / 2390EUR
MünchenTue, 2016-12-20 09:301890EUR / 2390EUR
DresdenWed, 2016-12-21 09:301890EUR / 2390EUR
DüsseldorfWed, 2016-12-21 09:301890EUR / 2390EUR
Frankfurt am MainWed, 2016-12-21 09:301890EUR / 2390EUR

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