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

• Moodle course

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