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FACTS Benchmark Suite: a new way to systematically evaluate LLMs factuality

Large language models (LLMs) are increasingly becoming a primary source for information delivery across diverse use cases, so it’s important that their responses are factually accurate. In order to continue improving their performance on this industry-wide challenge, we have to better understand the types of use cases where models struggle to provide an accurate response …

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5 Fun Docker Projects for Absolute Beginners

5 Fun Docker Projects for Absolute Beginners

Image by Author   Contents# Introduction# 1. Static Website Hosting with Nginx and Docker# 2. Multi-Container Docker Applications with Docker Compose# 3. One Database Shared by Multiple Containers# 4. Automated Continuous Integration with Jenkins in Docker# 5. Logging and Monitoring Docker# Wrapping Up # Introduction  Before jumping into the projects, let’s clear up what Docker is and why people care about it. Docker …

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awan top 7 open source ocr models 3

Top 7 Open Source OCR Models

Image by Author   Contents# Introduction# 1. olmOCR 2 7B 1025# 2. PP OCR v5 Server Det# 3. OCRFlux 3B# 4. MiniCPM-V 4.5# 5. InternVL 2.5 4B# 6. Granite Vision 3.3 2b# 7. Trocr Large Printed# Summary # Introduction  OCR (Optical Character Recognition) models are gaining new recognition every day. I am seeing new open-source models pop up on Hugging Face that have crushed previous …

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1D CNN

The Machine Learning “Advent Calendar” Day 23: CNN in Excel

were first introduced for images, and for images they are often easy to understand. A filter slides over pixels and detects edges, shapes, or textures. You can read this article I wrote earlier to understand how CNNs work for images with Excel. For text, the idea is the same. Instead of pixels, we slide filters …

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kdn gistr smart ai notebook

Gistr: The Smart AI Notebook for Organizing Knowledge

Image by Author   Contents# Introduction# The Data Professional’s Knowledge Problem# What Is Gistr?# Why Data Science Professionals Use Smart AI Notebooks# How Gistr Works# Here’s How You Can Use Gistr Day-to-Day# Why Gistr Is Better Than Productivity Tools# Tips to Get the Most Out of Gistr# Conclusion # Introduction  The work of a data scientist is not just about collecting data points, but about …

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Gemma Scope 2: Helping the AI Safety Community Deepen Understanding of Complex Language Model Behavior

Announcing a new, open suite of tools for language model interpretability Large Language Models (LLMs) are capable of incredible feats of reasoning, yet their internal decision-making processes remain largely opaque. Should a system not behave as expected, a lack of visibility into its internal workings can make it difficult to pinpoint the exact reason for …

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