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Overview
Moreover, the System Dynamics and Data Science with Python course at TU Berlin contains the learning materials, practices and case studies to develop the knowledge and skills of the students in the field of data science and its application in the real business/work world.
What you will learn
The students will learn how to apply analytical techniques and scientific principles to extract valuable information from business data for decision-making, strategic planning.
This program helps students to develop understanding and proficiency in system dynamics simulation to evaluate the future of one business in the real world by system thinking approach to consider the linear and nonlinear impacts between different components of one business.
Programme Structure
Main course components:- System Thinking Approach
- Principles of Dynamic Modelling and Sustainable Policy Design
- System Dynamics Simulation Software
- System Dynamics Tools Part 1: Building a model with causal loop diagrams
- System Dynamics Tools Part 2: Mapping the stock and flow structure of systems linking with feedback
- Result analysis of System Dynamics Modeling
- Principles of Python
- Descriptive techniques
- Linear Regression
- Clustering
- Overview of Machine Learning (ML) process, supervised vs unsupervised,
- Validation approaches, over/under fitting
- K-means in the business context
- Classification
- Classification approaches
- KNN (k-nearest neighbors algorithm)
Key information
Duration
- Full-time
- 11 days
Start dates & application deadlines
- Starting
- Apply before
-
Language
English
TOEFL® IBT 87
Credits
3 ECTS
Delivered
On Campus
Disciplines
Data Science & Big Data Software Engineering View 10 other Short Courses in Software Engineering in GermanyWhat students do after studying
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Academic requirements
We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.
English requirements
TOEFL® IBT 87
Student insurance
Make sure to cover your health, travel, and stay while studying abroad. Even global coverages can miss important items, so make sure your student insurance ticks all the following:
- Additional medical costs (i.e. dental)
- Repatriation, if something happens to you or your family
- Liability
- Home contents and baggage
- Accidents
- Legal aid
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Other requirements
General requirements
- Participants of the TU Berlin Summer University must meet the following requirements: (i) B2 level English, or equivalent and (ii) at least one year of university experience.
- Furthermore, students should know fundamentals of mathematics and statistics as taught in Bachelor programs.
Tuition Fee
To always see correct tuition fees
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International
1050 EUR/fullTuition FeeBased on the tuition of 1050 EUR for the full programme during 11 days. -
EU/EEA
1050 EUR/fullTuition FeeBased on the tuition of 1050 EUR for the full programme during 11 days.
Working professional/Non-student: 1250 Euro
Living costs for Berlin
836 - 1340 EUR /month
Living costs
The living costs include the total expenses per month, covering accommodation, public transportation, utilities (electricity, internet), books and groceries.
Funding
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