In this tutorial, we build an elastic vector database simulator that mirrors how modern RAG systems shard embeddings across distributed storage nodes. We implement consistent hashing with virtual ...

The 211K gradient evaluations (20× more than first-order methods) make it the most expensive method by far despite failing to learn. All first-order methods ran in roughly the same wall-clock time ...

Abstract: Deep learning (DL) models have proven to be suitable for various applications, achieving state-of-the-art performance. Despite that, they experience notable performance drops when subjected ...

This repository contains a simple implementation of a gradient descent visualization playground. It used several optimization functions to demonstrate how the optimization process and help user to ...