TeachingSs19Dlfs

Chair for Computer Aided Medical Procedures & Augmented Reality
Lehrstuhl für Informatikanwendungen in der Medizin & Augmented Reality

Lab Course: Deep Learning from Scratch in C++ - IN0012, IN2106

Administrative Info

Course: PD Dr. Tobias Lasser
Tutors: Anca Stefanoiu, Theodor Cheslerean Boghiu

Bachelor and Master lab course IN0012, IN2106: 6 SWS, 10 ECTS

The course will be conducted in English.

Site Content

Overview

In this lab course "Deep Learning from Scratch in C++" the focus is on implementing deep learning techniques from scratch in modern C++17, with the aim of solving an exciting real world problem in medical imaging.

Starting from scratch, all of the heavy lifting required for deep learning is to be implemented in a modern, platform-independent C++17 library using the CMake build system, with Python bindings for actually using the library. You will be guided by the tutors in weekly or bi-weekly sessions during the term on what is required and expected in terms of functionality, and will incrementally implement all the necessary functionality. As the culmination at the end of the term, you will use your library to solve a real world problem in medical imaging.

Participation

Registration is closed.

Course materials

Schedule

Date Time Room Topic
Wed, Apr. 24, 2019 14:15 MI 03.13.010 Session 0: Prerequisites and Introduction
Fri, May 3, 2019 15:00 MI 03.13.010 Session 1: Neural networks and computational graphs
Wed, May 8, 2019 14:15 MI 03.13.010 Session 2: Gradients and backpropagation
Wed, May 15, 2019 14:15 MI 03.13.010 Session 3: Training, validation and testing
Wed, May 22, 2019 14:15 MI 03.13.010 Session 4: Image recognition
Wed, May 29, 2019     no session!
Wed, June 5, 2019     no session!
Wed, June 12, 2019 14:15 MI 03.13.010 Q&A session
Wed, June 19, 2019 14:15 MI 03.13.010 Session 5: Project kick-offs
Wed, June 26, 2019 14:15 MI 03.13.010 Q&A session
Wed, July 3, 2019 14:15 MI 03.13.010 Q&A session
Wed, July 10, 2019 14:15 MI 03.13.010 Q&A session
Wed, July 17, 2019 14:15 MI 03.13.010 Q&A session
Wed, July 24, 2019 14:15 MI 03.13.010 Final event: project demos

TeachingForm
Title: Deep Learning from Scratch in C++
Professor: PD Dr. Tobias Lasser
Tutors: Anca Stefanoiu, Theodor Cheslerean Boghiu
Type: Praktikum
Information: 6 SWS, 10 ECTS Credits (IN0012, IN2106)
Term: 2019SoSe
Abstract:  


Edit | Attach | Refresh | Diffs | More | Revision r1.10 - 23 Apr 2019 - 16:30 - TobiasLasser

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