From ba37c9ddbcb581e8103fb29d9e1af80fa2c6b8a7 Mon Sep 17 00:00:00 2001 From: Muhammad Rizwan Munawar Date: Wed, 1 Jan 2025 19:40:58 +0500 Subject: [PATCH] Add https://youtu.be/bjkt5OE_ANA and https://youtu.be/SyyCUvxw9BM to docs (#18478) --- docs/en/guides/model-testing.md | 11 +++++++++++ docs/en/solutions/index.md | 11 +++++++++++ 2 files changed, 22 insertions(+) diff --git a/docs/en/guides/model-testing.md b/docs/en/guides/model-testing.md index 6f4a7795..f6123a84 100644 --- a/docs/en/guides/model-testing.md +++ b/docs/en/guides/model-testing.md @@ -10,6 +10,17 @@ keywords: Overfitting and Underfitting in Machine Learning, Model Testing, Data After [training](./model-training-tips.md) and [evaluating](./model-evaluation-insights.md) your model, it's time to test it. Model testing involves assessing how well it performs in real-world scenarios. Testing considers factors like accuracy, reliability, fairness, and how easy it is to understand the model's decisions. The goal is to make sure the model performs as intended, delivers the expected results, and fits into the [overall objective of your application](./defining-project-goals.md) or project. +

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+ Watch: How to Test Machine Learning Models | Avoid Data Leakage in Computer Vision 🚀 +

+ Model testing is quite similar to model evaluation, but they are two distinct [steps in a computer vision project](./steps-of-a-cv-project.md). Model evaluation involves metrics and plots to assess the model's accuracy. On the other hand, model testing checks if the model's learned behavior is the same as expectations. In this guide, we'll explore strategies for testing your [computer vision](https://www.ultralytics.com/glossary/computer-vision-cv) models. ## Model Testing Vs. Model Evaluation diff --git a/docs/en/solutions/index.md b/docs/en/solutions/index.md index 5d3a0404..9414be65 100644 --- a/docs/en/solutions/index.md +++ b/docs/en/solutions/index.md @@ -10,6 +10,17 @@ Ultralytics Solutions provide cutting-edge applications of YOLO models, offering ![Ultralytics Solutions Thumbnail](https://github.com/ultralytics/docs/releases/download/0/ultralytics-solutions-thumbnail.avif) +

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+ Watch: How to Run Ultralytics Solutions from the Command Line (CLI) | Ultralytics YOLO11 🚀 +

+ ## Solutions Here's our curated list of Ultralytics solutions that can be used to create awesome [computer vision](https://www.ultralytics.com/glossary/computer-vision-cv) projects.