PinnedMohammad Hassan ValiinTowards Data ScienceInterpretable Latent Spaces Using Space-Filling Vector QuantizationA new unsupervised method that combines two concepts of vector quantization and space-filling curves to interpret the latent space of DNNs9 min read·Apr 8, 2024----
PinnedMohammad Hassan ValiinTowards Data ScienceOptimizing Vector Quantization Methods by Machine Learning AlgorithmsMachine learning optimization of vector quantization methods used in end-to-end training of neural networks10 min read·May 17, 2023--1--1
PinnedMohammad Hassan ValiinTowards Data ScienceNSVQ: Improved Vector Quantization technique for Neural Networks TrainingEfficient vector quantization for machine learning optimizations (eps. vector quantized variational autoencoders), better than straight…8 min read·Jul 20, 2022----