Advanced Analytics: Leveraging Data Science and Machine Learning Techniques to Gain Data Insights Training in Germany

  • Learn via: Classroom / Virtual Classroom / Online
  • Duration: 1 Day
  • Price: Please contact for booking options
We can host this training at your preferred location. Contact us!

Analytics encompasses many skills and disciplines. Identifying the problem, choosing the modeling approach, selecting the correct features to model, and evaluating the result are at the heart of analytics. The tendency, however, is to focus primarily on the technology rather than the process.

Join us for a problem-focused, applied experience where you learn to apply the analytics process to produce meaningful and valuable insights.

Business analysts, data analysts, and data scientists who need to frame analytic problems and choose the most effective ways to solve those problems; business and technical managers who need to understand the nature of analytics and data science work; BI and analytics developers who work with data scientists; anyone who aspires to become a data analyst, business analyst, or data scientist.

  • To understand and classify different types of data science problems
  • How to discern the characteristics of common data science scenarios
  • Ways to outline which analytical problems are suited to which analytic models
  • To match data science problems to the best-fit models to solve them
  • Examples that walk through how to apply different aspects of the analytics process

Module 1

What is Machine Learning?

• Why Machine Learning?

• Machine Learning

• Statistics in Machine Learning

• Supervised and Unsupervised Learning

Module 2

The Machine Learning Process

• Machine Learning Framework

• Machine Learning Approaches

• Machine Learning Techniques

• Machine Learning Algorithms

• Machine Learning Process

• CRISP-DM

Module 3

Exploratory Data Analysis

• Exploratory Data Analysis (EDA)

• Sampling

• Data Profiling

• Descriptive Statistics

• Data Relationships

• Outliers and Anomalies

• Important Variables

• Output and Interpretation

• Feature Selection Methods

Module 4

Models and Algorithms

• The Anatomy of a Model

• Classification

o Decision Trees

o Nearest Neighbor

o Probability – Bayes Classification

o Neural Networks

• Statistical Methods

• Clustering

• Association

• Anomaly Detection

• Application of Machine Learning Models

Module 5

Model Validation Techniques

• The Validation Process

• Fitting a Model

• Bias/Variance Tradeoff

• Validation Techniques

o Confidence and Prediction Intervals

o Statistical Significance

o Classification Accuracy

o Prediction Error Methods

o Hold-out

o Cross Validation



Contact us for more detail about our trainings and for all other enquiries!

Upcoming Trainings

Join our public courses in our Germany facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

Classroom / Virtual Classroom
12 Januar 2025
Berlin, Hamburg, Münih
1 Day
Classroom / Virtual Classroom
17 Januar 2025
Berlin, Hamburg, Münih
1 Day
Classroom / Virtual Classroom
21 Januar 2025
Berlin, Hamburg, Münih
1 Day
Classroom / Virtual Classroom
12 Januar 2025
Berlin, Hamburg, Münih
1 Day
Classroom / Virtual Classroom
17 Januar 2025
Berlin, Hamburg, Münih
1 Day
Classroom / Virtual Classroom
21 Januar 2025
Berlin, Hamburg, Münih
1 Day
Classroom / Virtual Classroom
10 März 2025
Berlin, Hamburg, Münih
1 Day
Classroom / Virtual Classroom
19 März 2025
Berlin, Hamburg, Münih
1 Day
Advanced Analytics: Leveraging Data Science and Machine Learning Techniques to Gain Data Insights Training Course in Germany

The Federal Republic of Germany is the second most populous country in Europe and is located in Central Europe. The official language of the country is German. Germany is one of the richest countries in the world. The main exports of the country include motor vehicles and iron and steel products.

Here are some fun facts about Germany:
The fairy tale writer, the Brothers Grimm, came from Germany and wrote many famous stories such as Cinderella, Snow White, and Sleeping Beauty.
Germany is home to the largest theme park in Europe, the Europa-Park.
The famous composer Ludwig van Beethoven was born in Germany.
The Autobahn, the German highway system, is known for having no general speed limit.


Berlin was divided by the Berlin Wall from 1961 to 1989. Known for its street art, Berlin has many colorful murals and graffiti throughout the city. Also, Berlin is home to many famous museums, such as the Pergamon Museum and the Museum Island. Many clubs and bars stay open until the early hours of the morning in this big city.

Another popular city is Munich, which is famous for its Oktoberfest beer festival that attracts millions of visitors every year. Munich is also home to many historic buildings, including Nymphenburg Palace and the Marienplatz town square.

The country's capital and largest city is Berlin, however Frankfurt is considered to be the business and financial center of Germany. It is home to the Frankfurt Stock Exchange, the European Central Bank, and many other financial institutions. Because of its central location within Europe and its status as a major financial hub, Frankfurt is often referred to as the "Mainhattan," a play on the city's name and its association with the Manhattan financial district in New York City.

Frankfurt is also a major transportation hub, with the largest airport in Germany and one of the largest in Europe, Frankfurt Airport. Additionally, it is a popular destination for tourists, with its historic city center, beautiful parks, and vibrant cultural scene.

Some of the top German technology companies like Siemens AG, Bosch, SAP SE, Deutsche Telekom, Daimler AG and Volkswagen has business centers in Frankfurt. The country has a strong tradition of engineering and innovation, and is home to many other world-class technology companies and research institutions.

Tailored to meet the specific needs of Germany, Bilginç IT Academy combines cutting-edge training methodologies with our comprehensive range of Certification Exam preparation courses and accredited corporate training programs. Experience a transformative approach to IT training that will redefine your expectations.
By using this website you agree to let us use cookies. For further information about our use of cookies, check out our Cookie Policy.