Instructor-led training

Practical Machine Learning with R Training in Augsburg, Germany

Machine Learning training from Hartmann Software Group, delivered onsite in Augsburg, Germany or live online.

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What you'll learn

Practical Machine Learning with R gives you the complete knowledge to solve your business problems - starting by forming a good problem statement, selecting the most appropriate model to solve your problem, and then ensuring that you do not over-train the model.

Prerequisites

If you are a data analyst, data scientist, or a business analyst who wants to understand the process of machine learning and apply it to a real dataset using R, this course is just what you need. Data scientists who use Python and want to implement their machine learning solutions using R will also find this course very useful. The course will also enable novice programmers to start their journey in data science. Basic knowledge of any programming language is all you need to get started.

Course Outline

Lesson 1: An Introduction to Machine Learning

The Machine Learning Process

Introduction to R

Machine Learning Models

Regression

Lesson 2: Data Cleaning and Pre-processing

Advanced Operations on Data Frames

Identifying the Input and Output Variables

Identifying the Category of Prediction

Handling Missing Values, Duplicates, and Outliers

Handling Outliers

Lesson 3: Feature Engineering

Types of Features

Time Series Features

Handling Categorical Variables

Derived Features or Domain-Specific Features

Adding Features to a Data Frame

Handling Redundant Features

Feature Selection

Lesson 4: Introduction to neuralnet and Evaluation Methods

Classification

Model Selection

Multiclass Classification Overview

Lesson 5: Linear and Logistic Regression Models

Regression

Linear Regression

Logistic Regression

Regression and Classification with Decision Trees

Model Selection by Multiple Disagreeing Metrics

Lesson 6: Unsupervised Learning

Overview of Unsupervised Learning (Clustering)

DIANA

Applications of Clustering

k-means Clustering

Training locations

Practical Machine Learning with R training across the U.S. and beyond.

We provide Practical Machine Learning with R training onsite and live online for organizations throughout the United States and internationally.

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