RAGAS vs TruLens vs DeepEval
LLMs are getting stronger every day, and building a RAG pipeline has never been easier. Knowing whether it actually works is not. Most teams ship a RAG system, see decent-looking…
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Local Video Summarization Pipeline: Processing Frames with SmolVLM2-2.2B
# Introduction Most video understanding tools fall into one of two camps. The first camp requires a cloud API; your footage is uploaded, processed on someone else’s servers, and billed…
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Model Context Protocol Explained in 3 Levels of Difficulty
In this article, you will learn how the Model Context Protocol (MCP) standardizes the way AI applications connect to external tools and data sources, broken down across three levels of…
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Context Engineering for Python Codebases
Context engineering is the practice of curating the content that goes into an AI agent’s context window. In Python projects, that may mean pinning your dependency manager in an instruction…
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Automated Paint Defect Detection with Vision AI
Computer vision automates paint defect inspection by using an RF-DETR object detection model to accurately locate and classify surface imperfections like scratches, bubbling, and orange peel. By integrating this model…
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Apache Airflow Document Ingestion Pipeline for RAG Systems
Access the code to this tutorial and all other 500+ tutorials on PyImageSearch Enter your email address below to learn more about PyImageSearch University (including how…
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I Built My Second ETL Pipeline. This Time, I Started Thinking Like a Data Engineer
, I decided I wanted to transition from data analyst to data engineer. Like many people starting out, I was overwhelmed by the sheer number of things I thought I…
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Text Labeling and Image Resolution with the Monkey Chat Vision Model and DigitalOcean+Paperspace GPUs 🐒
Vision-language models are among the advanced artificial intelligence AI systems designed to understand and process visual and textual data together. These models are known to combine the capabilities of computer…
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Object Detection, Pose Estimation & More
Looking to model to implement pose estimation? I know something that can perform detection, instance segmentation, pose estimation and classification, all of that in real-time. Yes, I’m talking about the…
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Fine-Tuning Explained for Noobs (How Pretrained Models Learn New Skills)
# Inroduction This article is part of my noob series where we write about the questions people Google most but may not understand well because of complex math and everything….
