RapidMiner Academy - Content Library
We offer direct access to our micro-modular learning content through the Catalog below.
We have grouped the content into the general topics, 'Applications & Use Cases', 'Machine Learning', 'Data Engineering' and 'Administration and Deployment’. These topics form the basic structure for the majority of our Courses. They are designed with our users' role-based learning requirements in mind.
The same structure is also used for naming the Certification Exams which we provide to you for assessment and proof of your skills and to celebrate your learning progress.
For additional guidance, we have created Learning Paths
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Get Started with RapidMiner & Machine Learning
This track of RapidMiner Tutorials introduces you to RapidMiner's Studio and platform, while also explaining many important data science concepts.
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Data Science Professional with RapidMiner
Te Professional level path covers the full breath of knowledge required to succeed with Data Science for beginners and intermediate users.
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Data Science Master with RapidMiner
The title of this learning path says it all. This track is pushing skills to an advanced level in machine learning, deployment, operationalization, da…
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Applications & Use Cases of Data Science
Knowing where, when and how to put data science and machine learning into action is of great value. So we created this learning path to help with that…
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Machine Learning
RapidMiner's core competence is Machine Learning, so this learning path is close to our heart. It leads the way from beginner level through some reall…
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Data Engineering
Data extraction, transformation and aggregation but also enrichment and reduction are part of data engineering and they are all covered in this track.
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AI for Executives
Every executive needs to be AI literate. This is a short-course that covers what you need to know in order to ask the right questions.
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Applications & Use Cases Professional
AI, machine learning and data science can become a competitive advantage and so everyone is interested to see if they can be applied on their problems…
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Machine Learning Professional
The topics of this course form the foundation of data science and machine learning. Classification, clustering and regression and the relevant common …
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Data Engineering Professional
Data Engineering is about all aspects of data and so is this course. We address how to access and load data, how to transform it and how to do calcula…
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Applications & Use Cases Master
When machine learning and data science is addressed it is often overlooked that there is a great gap between producing a good model and having it run …
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Machine Learning Master
This course is all focused on machine learning and core data science topics. It covers advanced classification and regression models as well as time s…
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Data Engineering Master
This course is about advanced methods of handling, preparing and enriching data. It addresses data cleansing but also processing of unstructured text …
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Platform Administration Master
The Platform Administration Master is focused on classical administration knowledge such as installation and configuration of the RapidMiner AI Hub an…
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Time Series Analytics
This short course is focusing on all aspects of time series analytics. It covers the tools and techniques around data preparation as well as time seri…
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Text and Web Mining with RapidMiner
This short course is focusing on Text and Web Mining. We are starting you off with a fun introduction on the core concept (word-vectors, tokenization,…
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Dashboards with Web Apps
RapidMiner AI Hub provides the option to create Web Apps which can be displayed as full pages embedded into other sites. Her we show you how Web Apps …
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Establishing Data Science in Organizations
The adoption of Data Science in an organization depends not only on suitable use cases and availability of data but also on a clear plan on how to inv…
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Data Science Solutions Master Certification
This is your chance to demonstrate your applied data science skills. It is a project based certification. You bring your own use-case, your own data, …
Content Catalog
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Ensembles demo
VideoViewing time: ~5m Inspect the implementation details for several ensemble …
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Workshop: Outlier Detection
VideoViewing time: ~3m Get a preview of outlier detection, with an extension f…
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RapidMiner Studio - GUI Intro
VideoViewing time: ~6m Find out what features the graphical user interface (GUI…
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The RapidMiner MarketPlace - Extensions
VideoViewing time: ~3m Extensions allow you to add new functionalities to proce…
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Visualizing Data In RapidMiner
VideoViewing time: ~7m Learn how to visualize results in RapidMiner Studio to h…
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Importing Data in RapidMiner Studio
VideoViewing time: ~7m See how to import an excel spreadsheet into RapidMiner S…
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Data Loading via a Process
VideoViewing time: ~6m Learn how to open an excel spreadsheet in RapidMiner Stu…
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Turbo Prep - Introduction
VideoViewing time: ~6m This is an introduction to RapidMiner's guided ETL tool …
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Introduction to Machine Learning
VideoViewing time: ~7m Understand core Machine Learning concepts like types of …
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Introduction to the k-NN Algorithm
VideoViewing time: ~5m Understand how the k-NN algorithm works.
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k-NN demo
VideoViewing time: ~8m Use the k-NN algorithm.
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hints: Zoom and Autowire
VideoViewing time: ~1m Work with RapidMiner Studio
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Introduction to Model Validation
VideoViewing time: ~7m Understand the basics of model validation
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Introduction to Performance Measurement
VideoViewing time: ~4m Understand common performance measurement tools like the…
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Validation demo
VideoViewing time: ~7m Perform model validation and performance measurement in …
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hints: Advanced Parameters and Compatibility
VideoViewing time: ~2m View Advanced Parameters
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Normalize intro
VideoViewing time: ~7m Learn about normalizing your data
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Normalize demo
VideoViewing time: ~7m Normalize your data in RapidMiner
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hints: Operator Searching and Replacing
VideoViewing time: ~2m Find and replace operators in your RapidMiner Processes
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Optimize intro
VideoViewing time: ~2m Programmatically optimize model parameters
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Optimize demo
VideoViewing time: ~6m Programmatically optimize model parameters in RapidMiner…
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hints: Extensions
VideoViewing time: ~3m Add additional capability to RapidMiner with extensions
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hints: Building Blocks
VideoViewing time: ~2m Leverage Building Blocks for reusable functionality
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Linear Regression intro
VideoViewing time: ~7m Learn about Linear Regression
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Linear Regression demo
VideoViewing time: ~5m Use a Linear Regression Model in RapidMiner
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Turbo Prep - Data Cleansing
VideoViewing time: ~7m RapidMiner's Turbo Prep allows you to fix most of your d…
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Turbo Prep - Merging Data
VideoViewing time: ~5m Watch this video to learn how join (add columns) and app…
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RapidMiner Platform and CRISP-DM
VideoViewing time: ~4m Learn about different parts of the RapidMiner ecosystem …
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Turbo Prep - Data Pivoting
VideoViewing time: ~3m Pivoting with Turbo Prep is a fast and easy way to ident…
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Data Preparation
VideoViewing time: ~9m Find out how a set of data prepartion and cleansing tech…
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Data Loading Lesson Overview
VideoViewing time: ~5m Learn about different ways to read or load data into Rap…
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Connecting to Databases
VideoViewing time: ~11m This video shows how to configure a database connection…
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Creating a 'Decision Tree' Model
VideoViewing time: ~6m In order to create a decision Tree model we first clean …
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Applying the Model
VideoViewing time: ~6m Here we apply a model to data that does not have any fla…
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Testing a Model
VideoViewing time: ~5m Once a model is created it is of interest how well it do…
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Validating a Model
VideoViewing time: ~7m Using the same data for model training and testing is wr…
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Finding the Right Model
VideoViewing time: ~8m Configuring one model is a task already but there are ma…
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Optimization of the Model Parameters
VideoViewing time: ~6m If you want to get a high performing model then you will…
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Automated Model Selection and Optimization
VideoViewing time: ~7m Automatic optimize its parameters of your selected Model…
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Auto Model - Classification
VideoViewing time: ~9m Guided classifications or rapid prototyping can be easil…
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Auto Model - Clustering & Outliers
VideoViewing time: ~5m Clustering is often used to group customers or clients. …
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Basic Data Loading Lab Intro
VideoViewing time: ~1m Read an Excel file of data and load it into RapidMiner S…
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Basic Data Loading Demo
VideoViewing time: ~6m Read an Excel file of data and load it into RapidMiner S…
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Basic Data Loading Lesson Review
VideoViewing time: ~1m We covered different ways to read or load data into Rapi…
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hints: Views
VideoViewing time: ~3m Learn about encapsulation and how to organize your proce…
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hints: Subprocesses
VideoViewing time: ~3m Learn about encapsulation and how to organize your proce…
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Basic ETL Lesson Introduction
VideoViewing time: ~1m Perform some of the most common data preparation tasks.
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Filter Examples Demo
VideoViewing time: ~4m Perform some of the most common data preparation tasks.
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