RapidMiner Basics

RapidMiner Studio

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• User Interface
• Creation and management of RapidMiner repositories
• Operators and processes
• Storage of data, processes and result sets

EDA: Exploratory Data Analysis

• Loading data
• Summary of statistics
• Visualization of data & basic charts

Preparation of data

• Basic Data ETL (Extract, Transform and Load)
• Data types & transformations of value types
• Handling missing values
• Handling attribute roles
• Filtering of examples and attributes
• Normalization and standardization

Predictive modeling algorithms

• k-nearest neighbor
• Naïve Bayes
• Linear regression
• Decision trees and rules

Model building and evaluation

• Machine learning theory: biases, deviations, overfitting and underfitting
• Sharing data
• Split and cross-validation
• Evaluation methods and performance criteria
• Optimization and parameter tuning
• Application of models

Developing better processes

• Organising, renaming and relative paths
• Sub-processes
• Building blocks
• Breakpoints
• Outlier detection
• Random forests
• Ensemble modeling

Basic knowledge of computer programs and mathematics

We conduct this seminar online for you. You can book the training as a public seminar or as a company seminar. The practical exercises are carried out in our Remotelab and make up 40-50 percent of the seminar.

We offer seminars with a high practical relevance. The contents and exercises are geared to your daily tasks in the company and completely dispense with advertising references to other products of the software manufacturer.

All our training courses are manufacturer-independent. This enables us to offer critical considerations of the products themselves and comparisons with competitors of the manufacturer in the seminar. The course contents are our own and derived from the practical experience of our trainers in projects.

Of course, the contents of company seminars can be individually adapted to your needs. Please do not hesitate to contact us.

• Implementation guarantee - Implementation guarantee for two or more participants
• Mobile classrooms - the ideal complement for company seminars
• Free support - for questions after the seminar
• Delivery on account - no prepayment required
• Interview with the trainer / quality assurance - get to know and assess the trainer in advance
• Clarify seminar requirements - review your knowledge with the trainer
• Assistance with travel costs - we cover part of the costs of hotel accommodation
• Meals - all day cold / hot drinks and a full lunch in the restaurant
• Location of training centres - always centrally located and easily accessible
• Discount - we have attractive prices, take advantage of our additional discounts
• Remotelabs - rent our Remotelabs for your own seminars or as a complement to your company seminars