Training in English

Data Scientist with Python

Professional machine learning with big data

The goal of the Data Scientist Training from Haufe Akademie and StackFuel is the application-oriented implementation of data models with Python for the prediction of different business scenarios. Unsupervised and supervised machine learning algorithms are implemented and iteratively optimized. Visualization methods and Data Storytelling are also taught in order to be able to take on the role of a Data Scientist after the training.

Content

Working with real data sets from different industries

Module 1: Machine Learning Basics

  • Refresh how to perform data analyses with pandas and matplotlib.
  • Learn how to create your first machine learning models.
  • Performance metrics and assumptions of models of supervised and unsupervised learning with sklearn.

Module 2: Supervised Learning

  • Deepened application of algorithms of supervised learning, such as decision trees and random forests, and support vector machines.
  • Insights into deep learning and the use of artificial neutral networks with Keras.
  • Understanding challenges in the context of machine learning projects and developing models.
  • Basics of Natural Language Processing to analyze text data.

Module 3: Advanced Topics in Data Science

  • Model interpretability: model specific and model agnostic methods.
  • Implement best practices in the informative design of visualizations with bokeh.
  • Get to know big data procedures with pyspark.
  • Conduct independent data science projects with an industrial data set.

Personal Learning Environment

In your online learning environment, you will find the learning units, work support, additional products and access to the Data Lab from the start date on. Every week you will be provided with new materials, which you can work on independently. Throughout the entire training period you will be accompanied online and have the opportunity to exchange information with other course participants and training instructors on the respective learning units.

Benefits

  • Enable data-based (automated) decisions.
  • Get to know relevant data science projects with the help of knowledge from the subject domain.
  • Make data-based predictions in the domain.

This training is a on-the-job online training with a workload of approx. 6 hours per week for 18 weeks.

The course takes place in your browser. We support Mozilla Firefox, Google Chrome, Microsoft Edge und Apple Safari.

No additional software needs to be installed, but working audio output is required.

The learning management system will be accessed through our website.

You will receive your login information during the kick-off week.

Methods

After logging into the learning environment, the online training offers you a mixture of videos, reading material and business scenarios that will sharpen your knowledge. The interactive exercises allow you to work on your own in your learning environment and gain a practical impression of what it means to work with data. During the course, course participants are accompanied throughout the entire period. The online training consists of interactive programming exercises, videos, and interactive knowledge quizzes. Participants work on the content independently and can choose the time and place.

Participants

The training is aimed at employees who want to specialize in the field of data science or expand their existing knowledge with data and predictions. The Data Science Training is important for departments that want to automate more data-driven decisions and predictions. For the successful participation in this training, we recommend a good knowledge of Python and common modules (pandas, matplotlib).

Further recommendations for „Data Scientist with Python“

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Booking number
30676
€ 4.350,- plus VAT
18 weeks (6 h …
Online
10 Events
EN
Start dates

Auch als deutschsprachiges Online-Training buchbar: Data Scientist

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Qualifizierung zu den Jobs der Zukunft wie Data Analyst:in.

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11.12.2023
Booking number: 30676
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18 weeks (6 h/week)
08.01.2024
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18 weeks (6 h/week)
19.02.2024
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18 weeks (6 h/week)
01.04.2024
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18 weeks (6 h/week)
13.05.2024
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18 weeks (6 h/week)
24.06.2024
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18 weeks (6 h/week)
05.08.2024
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18 weeks (6 h/week)
16.09.2024
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18 weeks (6 h/week)
28.10.2024
Booking number: 30676
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€ 5.176,50 incl. VAT
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18 weeks (6 h/week)
09.12.2024
Booking number: 30676
€ 4.350,- excl. VAT
€ 5.176,50 incl. VAT
Details
18 weeks (6 h/week)
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The next booking ensures this course will take place
Booking number: 30676
€ 4.350,- excl. VAT
€ 5.176,50 incl. VAT
Details
18 weeks (6 h/week)
Booking number: 30676
€ 4.350,- excl. VAT
€ 5.176,50 incl. VAT
Details
18 weeks (6 h/week)
Please note: We use third-party tools for selected events. Personal data of the participant will be passed on to them for the implementation of the training offer. You can find more information in our privacy policy.
In the event that Miro is used, you may voluntarily register with Miro for enhanced functionality and thus an optimal learning experience. Information on data processing can be found in the Miro privacy policy.

Über uns – Die Haufe Akademie

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