Educational
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,...

Guide to Nixie Query Generation with Mistral-7B

Guide to Nixie Query Generation with Mistral-7B

Welcome to our comprehensive guide on using the Mistral-7B model for query generation! This sophisticated model has been fine-tuned specifically for creating synthetic queries to enhance your embedding fine-tuning tasks. What is Nixie Query Generation? Nixie Query...

Your Guide to Using the Mistral-7B Instruct Model in MLX

Your Guide to Using the Mistral-7B Instruct Model in MLX

If you are diving into the world of AI and machine learning, you may have come across the Mistral-7B-Instruct model, especially in the context of text generation. In this blog, we will explore how to use this model within the MLX framework, offering a straightforward...