Machine Learning Fundamentals with R Training Course

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Course Language

This course is delivered in Polish or English.

Course Code

MLFWR1

Duration Duration

14 hours (usually 2 days including breaks)

Requirements Requirements

Knowledge of R programming language. Basic familiarity with statistics and linear algebra is recommended.

Overview Overview

The aim of this course is to provide a basic proficiency in applying Machine Learning methods in practice. Through the use of the R programming platform and its various libraries, and based on a multitude of practical examples this course teaches how to use the most important building blocks of Machine Learning, how to make data modeling decisions, interpret the outputs of the algorithms and validate the results.

Our goal is to give you the skills to understand and use the most fundamental tools from the Machine Learning toolbox confidently and avoid the common pitfalls of Data Sciences applications.

Course Outline Course Outline

Introduction to Applied 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
  • Logistic regression
  • K-Nearest neighbors
  • Exercises

Cross-validation and Resampling

  • Cross-validation approaches
  • Bootstrap
  • Exercises

Unsupervised Learning

  • K-means clustering
  • Examples
  • Challenges of unsupervised learning and beyond K-means

Guaranteed to run even with a single delegate!
Public Classroom Public Classroom
Participants from multiple organisations. Topics usually cannot be customised
From 1840PLN
(82)
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.
From 1855PLN
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Private Remote Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet
From 4800PLN
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SelfStudy SelfStudy
Self-study courses allow you to learn at your own pace on your own time. There is no live instructor involved. The participants use recorded video, quizzes and reading at their own convenience.
Price not set yet
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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 Classroom Private Remote
1 1840PLN 1855PLN 4800PLN
2 1910PLN 1818PLN 3290PLN
3 1933PLN 1805PLN 2787PLN
4 1945PLN 1799PLN 2535PLN
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Course Discounts

Course Venue Course Date Course Price [Remote/Classroom]
SQL Fundamentals Warszawa, ul. Złota 3/11 Wed, 2016-06-01 09:00 1358PLN / 853PLN
MS Excel - poziom średniozaawansowany Łódź, ul. Tatrzańska 11 Wed, 2016-06-01 09:00 1044PLN / 840PLN
SQL language in MSSQL Toruń, ul. Żeglarska 10/14 Wed, 2016-06-01 09:00 1568PLN / 1198PLN
Bezpieczeństwo aplikacji internetowych Katowice Wed, 2016-06-01 09:30 3606PLN / 2531PLN
Test Automation with Selenium Kraków Mon, 2016-06-06 09:00 3200PLN / 2433PLN
Test Automation with Selenium Katowice Tue, 2016-06-07 09:30 3431PLN / 2469PLN
MS Excel - poziom średniozaawansowany Katowice Wed, 2016-06-08 09:00 700PLN / 771PLN
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Excel Advanced Katowice Mon, 2016-06-20 09:00 775PLN / 933PLN
Test Automation with Selenium Warszawa, ul. Złota 3/11 Mon, 2016-06-20 09:00 3431PLN / 2327PLN
PostgreSQL Administration and Development Lublin Mon, 2016-06-20 09:30 4025PLN / 3134PLN
Introduction to R Warszawa, ul. Złota 3/11 Tue, 2016-06-21 09:00 3058PLN / 2123PLN
Creating and managing Web sites Wrocław, ul.Ludwika Rydygiera 2a/22 Mon, 2016-06-27 09:00 3410PLN / 2555PLN
Programming in C Gdynia Mon, 2016-06-27 09:00 1590PLN / 1143PLN
Distributed Messaging with Apache Kafka Katowice Mon, 2016-06-27 09:30 4998PLN / 3288PLN
Design Patterns in C# Wrocław, ul.Ludwika Rydygiera 2a/22 Wed, 2016-06-29 09:00 1865PLN / 1392PLN
Visual Basic for Applications (VBA) for Analysts Poznan, Garbary Mon, 2016-07-04 09:00 1912PLN / 1278PLN
Debian Administration Poznan, Garbary Mon, 2016-07-04 09:00 3157PLN / 2083PLN
A Practical Guide to Successful Pricing Strategies Poznan, Garbary Wed, 2016-07-06 09:00 1427PLN / 1093PLN
Excel and VBA Programming for Audit and Finance Professionals Warszawa, ul. Złota 3/11 Mon, 2016-07-11 09:00 1913PLN / 1441PLN
Machine Learning Fundamentals with R Warszawa, ul. Złota 3/11 Mon, 2016-07-18 09:00 2523PLN / 1828PLN
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Python Programming Warszawa, ul. Złota 3/11 Mon, 2016-08-01 09:00 5790PLN / 3753PLN
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Upcoming Courses

VenueCourse DateCourse Price [Remote/Classroom]
GdańskThu, 2016-06-16 09:002535PLN / 1909PLN
OpoleMon, 2016-06-20 09:002535PLN / 1993PLN
Bydgoszcz, ul. Dworcowa 94Tue, 2016-06-21 09:002535PLN / 1869PLN
KielceTue, 2016-06-28 09:002535PLN / 1935PLN
GdyniaTue, 2016-06-28 09:002535PLN / 1911PLN

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