Embedded Machine Learning

Task 1

Exercise 1: Function Approximation

Task 2

Exercise 2: Fraud Detection - Balanced

Task 3

Exercise 3: Inference

Task 4

Exercise 4a: CNN Training Exercise 4b: CNN Training with PyTorch

Task 5

Exercise 5: Resources for Inference

Task 6

Exercise 6: Training Resource Requirements, Resource Calculation and Resource Profiling

Task 7

Exercise 7: Quantisation

Task 8

Exercise 8: Embedded AI Software Development
Inference of a CNN on a smartphone & microcontroller

Task 9

Exercise 9a: Multi-Objective Neural Network Optimization with Optuna (FC)
Exercise 9b: Multi-Objective Neural Network Optimization with Optuna (CNN)