Virtual DLP Artificial Intelligence/Machine Learning 2020
CAS1001
CAS1002
CAS1003
CAS1001 - Machine Learning and Deep Learning Systems: Low Energy VLSI Architectures and Applications
Badges : Neural Systems and Applications
μLesson
1. Introduction to Image Classification using Machine Learning
2. Image classification using a CNN
3. Binarization Technique for DNNs
4. Case Study: Binarized ResNet
5. Concept of Network Architecture Search (NAS)
6. Genetic Algorithm as a Strategy for Network Architecture Search (NAS)
7. Genetic Algorithm for Binarized Neural Network (BNN) Architecture Search
Badges : Circuits and Systems for Communications
μLesson
8. Introduction to MIMO Communication Systems
9. MIMO Detection System using Monte -Carlo Techniques
10. Monte-Carlo Tree Search for MIMO Detection
11. Markov Chain Monte-Carlo for MIMO Detection
CAS1002 - On-Chip Epilepsy Detection: Where Machine Learning Meets Wearable, Patient-Specific Wearable Healthcare
Badges : B - Biomedical and Life Science Circuits and Systems
μLesson
1. Epilepsy Detection: Challenges, Wearable solution & Design requirement
2. Wearable Platform for Epilepsy Detection
Badges : A- Analog Signal Processing
μLesson
3. Sensor Interface Circuit Design
4. Dynamic Offset Cancellation Using Chopping Circuit Technique
5. Multi-channel AFE Design
Badges : Neural Systems and Applications
μLesson
6. Design Consideration in Applying Machine Learning to Healthcare Application
7. State-of-the-Art Techniques for Real-Time Onset Epilepsy Detection
8. Patient-Specific Classification for Epilepsy Detection
9.System-on-Chip Architecture for Epilepsy Detection
CAS1003 - Machine Learning for Analytics Architecture: AI to Design AI
Badges : Multimedia Systems and Applications
μLesson
1. Big Data to Analytics Architecture
5. Algorithm/Architecture Co-Design Space Exploration via Machine Learning/Spectral Graph Theory
Badges : VLSI Systems and Applications
μLesson
2. Architectural platforms beyond cloud
3. Design space exploration
4. Introduction to Algorithm/Architecture Co-Design
6. Modeling the Computational Platform via Dataflow Graphs
7. Algorithm's Intrinsic Complexity Matrices
8. Algorithm/Architecture Co-Design Case Study: Parallel Computing
9. Algorithm/Architecture Co-Design Case Study: Reconfigurable Computing
CASS MiLe
CASS MiLe