Smart Data Science: Your entry into professional data analysis

From basic knowledge to the first data project with the CRISP-DM process

This training is held in German.
More and more data is being generated in the digital world. Companies in all sectors are trying to gain valuable insights and competitive advantages by collecting, analyzing and evaluating the data available to them. But what is the ideal process for such data projects? Where do you start, how do you proceed, where are the pitfalls and how can they be cleverly avoided? In this compact seminar on data science, you will gain the knowledge and techniques to recognize and exploit the potential of your company data. You will not only learn all the steps involved in successful data projects - from asking the right business-relevant questions to evaluating the results. You will also be shown how to use important key concepts of machine learning and how to make business decisions with the help of artificial intelligence. This training is an in-depth introduction for specialists and managers. It is also suitable as a starting point for anyone who wants to begin training as a data analyst or data scientist.

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Did you know?

This course is part of the certified Master Class "Data Analyst". If you book the entire Master Class, you save 25 percent compared to booking the individual modules.

Contents

Further training in accordance with AI Regulation Art. 4 for the obligation to provide evidence of AI competence

1. introduction to data science and machine learning

  • Basic terms and concepts of data science
  • Data-driven mindset as a success factor in the company.
  • Requirements for data-driven companies
  • Supervised and unsupervised machine learning
  • Methods in supervised and unsupervised learning
  • Important roles in data science projects
  • What infrastructure is needed for data science projects?

2. the CRISP-DM cycle as a standard in data analysis

  • Business Understanding: Goals, requirements, questions
  • Data Understanding: Data structure and data quality
  • Data preparation: cleaning, filtering and formatting data
  • Modeling: Developing and validating data models 
  • Evaluation: Reviewing models and aligning them with business objectives
  • Deployment: Putting models for data analysis into operation

3. all phases of the data project explained in detail

  • Exploratory data analysis and its forms of presentation
  • Position parameters and scattering parameters
  • Recognize linear and non-linear relationships
  • Assessing the relevance of data
  • Clean up and prepare data
  • Modeling: Classification, regression and clustering
  • Evaluate the model and put it into production

 

Learning environment

This training takes place on two days in presence. This guarantees a direct exchange with the trainers and other participants .

Once you have registered for the Data Science course, you will receive useful information, downloads and extra services for this qualification in your online learning environment.

Future Jobs Club: You get exclusive access to a business network, micro-learningssparks), news and future work hacks.

Your benefit

Are you a decision maker and want to gain more than just an overview of simple data analyses? Are you a subject matter expert and want to make better use of the data you encounter every day? You will take away the following from this 2-day classroom seminar on data science:

  • You can assess how you are positioned in the area of data science and what potential lies in your company data.
  • You will gain comprehensive and application-oriented insights that can be used as the basis for data-driven decision-making processes.
  • You will develop the necessary business understanding for data analysis across various industries and learn how to define goals for data projects based on specific scenarios.
  • You will learn all the steps of a data science project along the cross-industry framework CRISP DM.
  • You will carry out your first data analyses in exercises and practice with real data sets.

Methods

Interactive lecture, discussion, individual and group work.

Recommended for

This training is aimed at specialists and managers from all sectors who want to deepen their knowledge of working with data or who want to carry out data analyses themselves or introduce them in the company.

Open Badges - Show what you can do digitally too.

Open Badges are recognized, digital certificates of participation. These verifiable credentials are the current standard for integration in career networks such as LinkedIn.

With them, you digitally demonstrate the competences you possess. After successful completion, you will receive an Open Badge from us.

Read more

Further recommendations for "Smart Data Science: Your entry into professional data analysis"

Attendees comments

"Great training! I particularly liked the lively, practical discussions with the group and the trainer."

Michael Arnolds
Leverkusen

"The training provides a great introduction to the topic of data science. The CRISP cycle, the explanation of the various methods and the overview of the tools (software) were very helpful."

Dr.-Ing. Andreas Lenniger
Infineon Technologies AG, Munich

"The training has a complete red thread that inspires. The trainer, the structure, the methodology and the practical relevance - I can recommend the training with a clear conscience!"

Claas Blume
Heise Medien GmbH & Co. KG

"The trainer conveyed the content very, very well and illustrated it with practical examples. You never stop learning - the new approaches and different opinions helped me to develop further."

Frank Schmidt
Karl Eugen Fischer GmbH

"I particularly liked the content and the atmosphere."

Neele Ferley
Dataport

Seminar evaluation for "Smart Data Science: Your entry into professional data analysis"

4.7 from 5
with 60 ratings
training content:
4.6
Content comprehensibility:
4.7
Practical relevance:
4.3
Trainer expertise:
5
Participant orientation:
4.8
Method variety:
4.6
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Articles, interviews or whitepapers on the topic

More data science nerds, please! - An interview

The Haufe Akademie in conversation with Prof. Dr. Stephan Matzka, professor at the HTW Berlin and trainer of the Haufe Akademie about how data science and AI can be taught in a digestible way and what actually happens if you don't. You're involved with data science, algorithms, and machine learning—hand on heart: Are you [...]

Learn more here

Data Analyst: Salary, training, skills, tasks

A data analyst collects and interprets complex data to gain valuable insights and knowledge. Thanks to analytical thinking and the ability to recognize patterns, a data analyst supports a company in making data-based decisions and thus exploiting potential. Data Analyst: Key Facts Education Studies in a scientific or technical field, lateral entry also possible Hard Skills [...]

Learn more here

Articles, interviews or whitepapers on the topic

More data science nerds, please! - An interview

The Haufe Akademie in conversation with Prof. Dr. Stephan Matzka, professor at the HTW Berlin and trainer of the Haufe Akademie about how data science and AI can be taught in a digestible way and what actually happens if you don't. You're involved with data science, algorithms, and machine learning—hand on heart: Are you [...]

Learn more here

Data Analyst: Salary, training, skills, tasks

A data analyst collects and interprets complex data to gain valuable insights and knowledge. Thanks to analytical thinking and the ability to recognize patterns, a data analyst supports a company in making data-based decisions and thus exploiting potential. Data Analyst: Key Facts Education Studies in a scientific or technical field, lateral entry also possible Hard Skills [...]

Learn more here

On-site training together
Booking number
30298
€ 1.490,- plus VAT
2 days
in 7 locations
with certificate
7 Events
German
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Master Class Data Analyst

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Get ready for your job of the future and become a data analyst.

Start dates and details

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19.06.2025
Berlin
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Venue
Sheraton Berlin Grand Hotel Esplanade
Sheraton Berlin Grand Hotel Esplanade
Lützowufer 15, 10785 Berlin
Room rate: € 125,03 plus VAT.
Arrival via Deutsche Bahn
Train tickets to this event starting at € 51,90.
Days & Times
2 days
Limited number of participants

Thursday, 19.06.2025

09:00 am - 5:00 pm

Friday, 20.06.2025

09:00 am - 5:00 pm

Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

28.08.2025
Frankfurt a. M./Oberursel
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Venue
elaya hotel frankfurt oberursel
elaya hotel frankfurt oberursel
Zimmersmühlenweg 35, 61440 Frankfurt a. M./Oberursel
Room rate: € 126,44 plus VAT.
Arrival via Deutsche Bahn
Train tickets to this event starting at € 51,90.
Days & Times
2 days
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Thursday, 28.08.2025

09:00 am - 5:00 pm

Friday, 29.08.2025

09:00 am - 5:00 pm

Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

17.11.2025
Munich
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Venue
Adina Apartment Hotel München
Adina Apartment Hotel Munich
Atelierstr. 22, 81671 Munich
Room rate: € 148,39 plus VAT.
Arrival via Deutsche Bahn
Train tickets to this event starting at € 51,90.
Days & Times
2 days
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Monday, 17.11.2025

09:00 am - 5:00 pm

Tuesday, 18.11.2025

09:00 am - 5:00 pm

Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

16.12.2025
Cologne
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Venue
Mercure Hotel Köln West
Mercure Hotel Cologne West
Horbeller Str. 1, 50858 Cologne
Room rate: € 102,79 plus VAT.
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Train tickets to this event starting at € 51,90.
Days & Times
2 days
Limited number of participants

Tuesday, 16.12.2025

09:00 am - 5:00 pm

Wednesday, 17.12.2025

09:00 am - 5:00 pm

Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

26.02.2026
Hamburg
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Venue
Mercure Hotel Hamburg City
Mercure Hotel Hamburg City
Amsinckstraße 53, 20097 Hamburg
Room rate: € 132,97 plus VAT.
Arrival via Deutsche Bahn
Train tickets to this event starting at € 51,90.
Days & Times
2 days
Limited number of participants

Thursday, 26.02.2026

09:00 am - 5:00 pm

Friday, 27.02.2026

09:00 am - 5:00 pm

Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

07.05.2026
Stuttgart
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Venue
Mövenpick Hotel Stuttgart Messe&Congress
Mövenpick Hotel Stuttgart Messe&Congress
Flughafenstraße 43, 70629 Stuttgart
Room rate: € 138,96 plus VAT.
Arrival via Deutsche Bahn
Train tickets to this event starting at € 51,90.
Days & Times
2 days
Limited number of participants

Thursday, 07.05.2026

09:00 am - 5:00 pm

Friday, 08.05.2026

09:00 am - 5:00 pm

Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

27.08.2026
Berlin
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Venue
NH Collection Berlin Mitte am Checkpoint Charlie
NH Collection Berlin Mitte at Checkpoint Charlie
Leipziger Str. 106 -111, 10117 Berlin
Arrival via Deutsche Bahn
Train tickets to this event starting at € 51,90.
Days & Times
2 days
Limited number of participants

Thursday, 27.08.2026

09:00 am - 5:00 pm

Friday, 28.08.2026

09:00 am - 5:00 pm

Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

Sufficient places are still free.
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Training is guaranteed to take place
Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Details
2 days
Limited number of participants
Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

Booking number: 30298
€ 1.490,- plus VAT.
€ 1,773.10 incl. VAT.
Details
2 days
Limited number of participants
Fee includes

The participation fee includes

  • one joint lunch per full seminar day,
  • Catering during breaks and
  • extensive working documents.

The participant will settle the hotel accommodation costs directly with the hotel. You will find a reservation form for hotel bookings in your learning environment.

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