RWTH Certificate Course Data Scientist

Sustainable implementation of machine learning in production

Participants discover what Data Science is all about. They learn basic methods of preprocessing data and can evaluate them using artificial intelligence approaches. They develop a basic understanding of the application of machine learning and can successfully master practical applications in production.

Course Contents

Preprocessing and provision of data for analysis
Data Mining & Knowledge Discovery in Databases
Artificial Intelligence and Deep Learning
machine learning with data from industrial practice
Case study: Optimizing Industrial Applications with Machine Learning

Group of Participants
Engineers in the areas of production, research & development, optimization or planning with a fundamental understanding of data structures and object-oriented programming

Motivation
As part of industrial manufacturing, continuously improving ongoing processes is becoming ever more important, e.g. to predictively maintain machines or sustainably improve production processes.

Methodology
The course takes place on five consecutive days and ends with an exam. Course content is developed and consolidated in interactive lectures, group work, presentations and case studies.

Participants praise

Further information regarding the RWTH certificate course "Data Scientist"

On the first day of the course, the following topics will be taught:

  • Real-world data from CPS and industrial robots
  • Pre-processing (e.g. dimensionality reduction)

On the second day of the course, the following topics will be taught:

  • Introduction to heuristics, rule-based program, expert and decision support systems
  • BRMS and forward/backward chaining
  • Heuristic and rule based systems in robotics

On the third day of the course, the following topics will be taught:

  • Introduction to machine learning: supervised, unsupervised and reinforcement learning
  • Diving-deep: About neural networks and deep learning
  • Real-world industrial applications and challenges

On the fourth day of the course, the following topics will be taught:

  • Introduction and presentation of case scenario and solution

On the fifth day of the course, the following topics will be taught:

  • Exam and discussion
  • Awarding of Certificates
Lecturers                                
Module Overview                   

Quickfacts

Study format:
Certificate Course
Duration:
02.12.-06.12.2019
Scope:
5 days
Credit points:
2 ECTS (50 h. Workload)
Course fees:
3.200 €

incl. lunch, course documents & accompanying program, excl. accommodation / arrival & departure

Qualification:
RWTH Executive Certificate
Language:
English

We are also happy to offer this course individually tailored to your company needs. Ask for your Inhouse Program offer now!

We Look Forward to Advising You

(v. l. n. r. Maria Panagiotidou, Sonja Kaufmann, Jael Schröder, Kim Schönberg) (FLTR Maria Panagiotidou, Sonja Kaufmann,
Jael Schröder, Kim Schönberg)

 


Your Team
Certificate Courses & Inhouse-Programs

Tel.: +49 241 80 97865
further-education@academy.rwth-aachen.de