Semantic search goes beyond traditional keyword matching by understanding the contextual meaning of search queries. Instead of simply matching exact words, semantic search systems capture the intent and contextual definition of the query and return relevant results even when they don’t contain the same keywords. In this tutorial, we’ll implement a semantic search system using […] The post A Step-by-Step Guide to Building a Semantic Search Engine with Sentence Transformers, FAISS, and all-MiniLM-L6-v2 appeared first on MarkTechPost. read more

This tutorial will guide you through the process of using SQL databases with Python, focusing on MySQL as the database management system. You will learn how to set up your environment, connect to a database, and perform basic operations such as creating, reading, updating, and deleting records. Prerequisites Before you start, ensure you have the […] The post How to Use SQL Databases with Python: A Beginner-Friendly Tutorial appeared first on MarkTechPost. read more

LLMs have demonstrated strong reasoning and knowledge capabilities, yet they often require external knowledge augmentation when their internal representations lack specific details. One method for incorporating new information is supervised fine-tuning, where models are trained on additional datasets to update their weights. However, this approach is inefficient as it requires retraining whenever new knowledge is […] The post KBLAM: Efficient Knowledge Base Augmentation for Large Language Models Without Retrieval Overhead appeared first on MarkTechPost. read more

In the realm of artificial intelligence, multilingual speech recognition and translation have become essential tools for facilitating global communication. However, developing models that can accurately transcribe and translate multiple languages in real-time presents significant challenges. These challenges include managing diverse linguistic nuances, maintaining high accuracy, ensuring low latency, and deploying models efficiently across various devices.​ […] The post NVIDIA AI Just Open Sourced Canary 1B and 180M Flash – Multilingual Speech Recognition and Translation Models appeared first on MarkTechPost. read more

The widespread adoption of Large Language Models (LLMs) has significantly changed the landscape of content creation and consumption. However, it has also introduced critical challenges regarding accuracy and factual reliability. The content generated by LLMs often includes claims that lack proper verification, potentially leading to misinformation. Therefore, accurately extracting claims from these outputs for effective […] The post Microsoft AI Introduces Claimify: A Novel LLM-based Claim-Extraction Method that Outperforms Prior Solutions to Produce More Accurate, Comprehensive, and Substantiated Claims from LLM Outputs appeared first on MarkTechPost. read more

In today’s information-rich world, finding relevant documents quickly is crucial. Traditional keyword-based search systems often fall short when dealing with semantic meaning. This tutorial demonstrates how to build a powerful document search engine using: This implementation enables semantic search capabilities – finding documents based on meaning rather than just keyword matching. By the end of […] The post A Coding Implementation to Build a Document Search Agent (DocSearchAgent) with Hugging Face, ChromaDB, and Langchain appeared first on MarkTechPost. read more

Large Language Models (LLMs) have shown significant improvements when explicitly trained on structured reasoning traces, allowing them to solve mathematical equations, infer logical conclusions, and navigate multistep planning tasks. However, the computational resources required to process these lengthy reasoning traces are substantial. Researchers continue to explore ways to enhance efficiency while maintaining the effectiveness of […] The post This AI Paper Introduces a Latent Token Approach: Enhancing LLM Reasoning Efficiency with VQ-VAE Compression appeared first on MarkTechPost. read more

This comprehensive guide walks you through the essential GitHub operations of cloning, forking, and merging repositories. Whether you’re new to version control or looking to solidify your understanding of GitHub workflows, this tutorial will equip you with the fundamental skills needed to collaborate effectively on coding projects. Understanding GitHub Repositories GitHub repositories serve as central […] The post Cloning, Forking, and Merging Repositories on GitHub: A Beginner’s Guide appeared first on MarkTechPost. read more

Converting complex documents into structured data has long posed significant challenges in the field of computer science. Traditional approaches, involving ensemble systems or very large foundational models, often encounter substantial hurdles such as difficulty in fine-tuning, generalization issues, hallucinations, and high computational costs. Ensemble systems, though efficient for specific tasks, frequently fail to generalize due […] The post IBM and Hugging Face Researchers Release SmolDocling: A 256M Open-Source Vision Language Model for Complete Document OCR appeared first on MarkTechPost. read more

Every day, organizations face complex logistical challenges—from optimizing delivery routes and managing supply chains to streamlining production schedules. These tasks typically involve massive datasets and numerous variables, making manual or traditional computational methods inefficient or impractical. The pressure for businesses to improve efficiency, reduce operational costs, and enhance customer satisfaction underscores the need for more […] The post NVIDIA Open-Sources cuOpt: An AI-Powered Decision Optimization Engine–Unlocking Real-Time Optimization at an Unprecedented Scale appeared first on MarkTechPost. read more