Docs spelling and grammar fixes (#13307)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: RainRat <rainrat78@yahoo.ca>
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@ -23,7 +23,7 @@ Performance metrics are key tools to evaluate the accuracy and efficiency of obj
## Object Detection Metrics
Lets start by discussing some metrics that are not only important to YOLOv8 but are broadly applicable across different object detection models.
Let's start by discussing some metrics that are not only important to YOLOv8 but are broadly applicable across different object detection models.
- **Intersection over Union (IoU):** IoU is a measure that quantifies the overlap between a predicted bounding box and a ground truth bounding box. It plays a fundamental role in evaluating the accuracy of object localization.
@ -115,7 +115,7 @@ For real-time applications, speed metrics like FPS (Frames Per Second) and laten
## Interpretation of Results
Its important to understand the metrics. Here's what some of the commonly observed lower scores might suggest:
It's important to understand the metrics. Here's what some of the commonly observed lower scores might suggest:
- **Low mAP:** Indicates the model may need general refinements.
@ -157,7 +157,7 @@ Tapping into a community of enthusiasts and experts can amplify your journey wit
### Engage with the Broader Community
- **GitHub Issues:** The YOLOv8 repository on GitHub has an [Issues tab](https://github.com/ultralytics/ultralytics/issues) where you can ask questions, report bugs, and suggest new features. The community and maintainers are active here, and its a great place to get help with specific problems.
- **GitHub Issues:** The YOLOv8 repository on GitHub has an [Issues tab](https://github.com/ultralytics/ultralytics/issues) where you can ask questions, report bugs, and suggest new features. The community and maintainers are active here, and it's a great place to get help with specific problems.
- **Ultralytics Discord Server:** Ultralytics has a [Discord server](https://ultralytics.com/discord/) where you can interact with other users and the developers.