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.
▶ 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.
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
Institute Chair of Information Management in Mechanical Engineering (IMA) of the RWTH Aachen