Educational

How to Quantize the Mistral-ORPO-Capybara-7k Model

In the world of AI, particularly when it comes to text generation, optimizing models for performance and efficiency is key. In this guide, we’ll explore the quantization of the Mistral-ORPO-Capybara-7k model, simplifying it so that even those with minimal technical...

How to Use DPR-XM for Multilingual Semantic Search

How to Use DPR-XM for Multilingual Semantic Search

Welcome to the world of semantic search! Today, we’re diving into the use of DPR-XM, a multilingual dense single-vector bi-encoder model for mapping questions and paragraphs into 768-dimensional dense vectors. With its ability to perform zero-shot retrieval across...

How to Implement INT8 T5 Fine-tuned on CNN DailyMail

How to Implement INT8 T5 Fine-tuned on CNN DailyMail

If you’re venturing into the realm of neural networks and optimization, you may have come across the terms INT8 quantization and the Intel® Neural Compressor. This guide will walk you through post-training dynamic quantization using an INT8 PyTorch model based on T5,...