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

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.

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.

This training is a on-the-job online training with a workload of approx. 6 hours per week for 18 weeks). The training takes place in the browser, without additional software. The access data will be sent appr. one week before the start of the training.

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.

Further recommendations for „Data Scientist with Python“

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Booking number
30676
€ 4.190,- plus VAT
18 weeks (6 h/week)
Online
13 Events
EN
Start dates

Auch als deutschsprachiges Online-Training buchbar: Data Scientist

To this product
Exclusively for your employees more
Pricing upon request
  • Customised for your needs
  • Online event for multiple employees
  • Save time and travelling expenses
18 weeks (6 h/week)
Online

Auch als deutschsprachiges Online-Training buchbar: Data Scientist

To this product

Start dates

Dauer
18 weeks (6 h/week)

Participation fee

€ 4.190,- excl. VAT
€ 4.986,10 incl. VAT

22.08.22-05.02.23
Seminar in English
03.10.22-19.03.23
Seminar in English
14.11.22-30.04.23
Seminar in English
12.12.22-28.05.23
Seminar in English
23.01.-09.07.23
Seminar in English
06.03.-20.08.23
Seminar in English
17.04.-01.10.23
Seminar in English
29.05.-12.11.23
Seminar in English
10.07.-24.12.23
Seminar in English
21.08.23-04.02.24
Seminar in English
02.10.23-17.03.24
Seminar in English
13.11.23-28.04.24
Seminar in English
11.12.23-26.05.24
Seminar in English
Training is guaranteed to take place
The next booking ensures this course will take place
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