Competitive Problem Solving with Deep Learning - Einzelansicht

Angaben zum Lehrinhalt dieser Vorlesung mit Projekt in der Beschreibung aufrufbar unter

https://hpi.de/studium/lehrveranstaltungen/it-systems-engineering/lehrveranstaltung/course/0/sommersemester-2018-competitive-problem-solving-with-deep-learning.html

Unter https://hpi.de/studium/lehrveranstaltungen/it-systems-engineering/lehrveranstaltung/course/0/sommersemester-2018-competitive-problem-solving-with-deep-learning.html sind folgende Angaben aufrufbar:

• Raum und Zeit
• Lehrinhalt und Leistungserfassung
• Teilnehmerbegrenzung

• All class assignments will be in Python 
• Experience with C/C++ as a plus  
• Calculus, Linear Algebra 
• Begeisterung und Phantasie

https://hpi.de/studium/lehrveranstaltungen/it-systems-engineering/lehrveranstaltung/course/0/sommersemester-2018-competitive-problem-solving-with-deep-learning.html

Lecture part:

• Theoretical Foundation   
  • Machine learning foundation
  • Neural Network I
  • Neural Network II
  • Architectures design and advanced techniques in Deep Learning
  • Deep Learning frameworks, understanding and visualization, latest research topics
• Practical use case
  • Build neural network from scratch
  • Advanced techniques in practice
  • Deep learning for computer vision problems
  • Generative networks

Projekt part:

A Image Recognition Challenge

The participants of the course will freely group into several teams (the number of members of each team should be balanced) that try to solve a challenging image recognition problem. The teaching team is responsible for data preparation, prize preparation, organization, evaluation, and be ready for discussion with each team.

Course language: German and English