DNN Hardware
Registration
Please register for the course on OPAL to receive notifications via e-mail.
Lectures
The slides for the lectures will be provided on this page after each lecture. For downloading, a ZIH login is required.
- Lecture 1: Introduction
- Lecture 2: Introduction to DNN
- Lecture 3: DNN Hardware Architectures I
- Lecture 4: DNN Hardware Architectures II
- Lecture 5: DNN Hardware Systems
- Lecture 6: Number formats and quantization
- Lecture 7: Hardware Arithmetic
- Lecture 8: Compiler and Deployment
- Lecture 9: Hardware/Software Co-Design
- Lecture 10: Sparsity and Pre-Processing
- Lecture 11: Near/In-Memory Computing
- Lecture 12: Bio-Inspired AI
Exercise
The exercise tasks are provided on this page prior to each exercise. For downloading, a ZIH login is required.
- Exercise 1: DNN 1: Tasks, Solutions
- Exercise 2: DNN 2: Tasks, Solutions
- Exercise 3: Architecture Basics I: Tasks, Solutions
- Exercise 4: Architecture Basics II: Tasks, Solutions
- Exercise 5: System Architecture: Tasks, Solutions
- Exercise 6: Number Formats and Quantization: Tasks, Solutions
- Exercise 7: Hardware Arithmetic: Tasks, Solutions
- Exercise 8: Hardware/Software Co-Design: Tasks (updated), Solutions
- Exercise 9: Sparsity: Tasks, Solutions
Exam
Information for the written exam 2023:
- Date: Friday, 28.7. 7:30-9:00 (90 minutes)
- Room: GÖR 226
- Permitted utilities:
- Non-programmable, scientific calculator
- "Cheat sheet": one DIN A4 paper, hand-written, not copied, can be written on both sides
- Test exam: Tasks, Solutions
For any questions regarding the course, please contact Johannes Partzsch.