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“
30676
Auch als deutschsprachiges Online-Training buchbar: Data Scientist
- Demand-oriented adaptations possible/li>
- Online event for multiple employees
- Save time and travelling expenses
Auch als deutschsprachiges Online-Training buchbar: Data Scientist
In Kooperation mit stackfuel
Start dates and details
The next booking ensures this course will take placeÜber uns – Die Haufe Akademie
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Erleben Sie bei uns auch von zu Hause aus die Vorzüge einer Online Weiterbildung. Unsere Online-Formate entsprechen den höchsten Ansprüchen an Qualität und stehen den Präsenzveranstaltungen auch in der Praxisnähe in nichts nach. Gemeinsam Live-Online lernen in interaktiven Gruppen oder auch digital zu einem Zeitpunkt Ihrer Wahl.
