Homeworks on model compression course
- Assignment 1 - Introduction to Model Compression. Model selection, basic performance metric measurements.
- Assignment 2 - Dimensionality Reduction Methods. Weight quantization and pruning.
- Assignment 3 - Weight Clustering of Models
- Assignment 4 - Model Weights Distillation
- Assignment 5 - Automatic Model Compression
- Assignment 6 - Exporting Models to Various Formats (TensorRT, ONNX)
- Assignment 7 - Application of Compression in Real-world Tasks