Model compression

Homeworks on model compression course

Assignments:

• 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