Update prediction Results docs (#4139)

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

docs/reference/models/yolo/classify/predict.md

@@ -3,12 +3,16 @@ description: Explore the Ultralytics ClassificationPredictor guide for model pre
 keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model visualization
 ---
 
-## ClassificationPredictor
+# Reference for `ultralytics/models/yolo/classify/predict.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py).
+
 ---
-### ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
 <br><br>
 
-## predict
 ---
-### ::: ultralytics.models.yolo.classify.predict.predict
+## ::: ultralytics.models.yolo.classify.predict.predict
 <br><br>

docs/reference/models/yolo/classify/train.md

@@ -3,12 +3,16 @@ description: Delve into Classification Trainer at Ultralytics YOLO docs and opti
 keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training process, AI models, documentation
 ---
 
-## ClassificationTrainer
+# Reference for `ultralytics/models/yolo/classify/train.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py).
+
 ---
-### ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
 <br><br>
 
-## train
 ---
-### ::: ultralytics.models.yolo.classify.train.train
+## ::: ultralytics.models.yolo.classify.train.train
 <br><br>

docs/reference/models/yolo/classify/val.md

@@ -3,12 +3,16 @@ description: Explore YOLO ClassificationValidator, a key element of Ultralytics
 keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fine-tuning, deep learning, computer vision
 ---
 
-## ClassificationValidator
+# Reference for `ultralytics/models/yolo/classify/val.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py).
+
 ---
-### ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
 <br><br>
 
-## val
 ---
-### ::: ultralytics.models.yolo.classify.val.val
+## ::: ultralytics.models.yolo.classify.val.val
 <br><br>

docs/reference/models/yolo/detect/predict.md

@@ -3,12 +3,16 @@ description: Explore the guide to using the DetectionPredictor in Ultralytics YO
 keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detection, analysis
 ---
 
-## DetectionPredictor
+# Reference for `ultralytics/models/yolo/detect/predict.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py).
+
 ---
-### ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
 <br><br>
 
-## predict
 ---
-### ::: ultralytics.models.yolo.detect.predict.predict
+## ::: ultralytics.models.yolo.detect.predict.predict
 <br><br>

docs/reference/models/yolo/detect/train.md

@@ -3,12 +3,16 @@ description: Maximize your model's potential with Ultralytics YOLO Detection Tra
 keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Learning, Deep Learning, Computer Vision
 ---
 
-## DetectionTrainer
+# Reference for `ultralytics/models/yolo/detect/train.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py).
+
 ---
-### ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
 <br><br>
 
-## train
 ---
-### ::: ultralytics.models.yolo.detect.train.train
+## ::: ultralytics.models.yolo.detect.train.train
 <br><br>

docs/reference/models/yolo/detect/val.md

@@ -3,12 +3,16 @@ description: Discover function valuation of your YOLO models with the Ultralytic
 keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, recall
 ---
 
-## DetectionValidator
+# Reference for `ultralytics/models/yolo/detect/val.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py).
+
 ---
-### ::: ultralytics.models.yolo.detect.val.DetectionValidator
+## ::: ultralytics.models.yolo.detect.val.DetectionValidator
 <br><br>
 
-## val
 ---
-### ::: ultralytics.models.yolo.detect.val.val
+## ::: ultralytics.models.yolo.detect.val.val
 <br><br>

docs/reference/models/yolo/model.md

@@ -3,7 +3,12 @@ description: Discover the Ultralytics YOLO model class. Learn advanced technique
 keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning, Deep Learning, Computer Vision
 ---
 
-## YOLO
+# Reference for `ultralytics/models/yolo/model.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py).
+
 ---
-### ::: ultralytics.models.yolo.model.YOLO
+## ::: ultralytics.models.yolo.model.YOLO
 <br><br>

docs/reference/models/yolo/pose/predict.md

@@ -3,12 +3,16 @@ description: Discover how to use PosePredictor in the Ultralytics YOLO model. In
 keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive models
 ---
 
-## PosePredictor
+# Reference for `ultralytics/models/yolo/pose/predict.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py).
+
 ---
-### ::: ultralytics.models.yolo.pose.predict.PosePredictor
+## ::: ultralytics.models.yolo.pose.predict.PosePredictor
 <br><br>
 
-## predict
 ---
-### ::: ultralytics.models.yolo.pose.predict.predict
+## ::: ultralytics.models.yolo.pose.predict.predict
 <br><br>

docs/reference/models/yolo/pose/train.md

@@ -3,12 +3,16 @@ description: Explore Ultralytics PoseTrainer for YOLO models. Get a step-by-step
 keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom data training
 ---
 
-## PoseTrainer
+# Reference for `ultralytics/models/yolo/pose/train.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py).
+
 ---
-### ::: ultralytics.models.yolo.pose.train.PoseTrainer
+## ::: ultralytics.models.yolo.pose.train.PoseTrainer
 <br><br>
 
-## train
 ---
-### ::: ultralytics.models.yolo.pose.train.train
+## ::: ultralytics.models.yolo.pose.train.train
 <br><br>

docs/reference/models/yolo/pose/val.md

@@ -3,12 +3,16 @@ description: Explore the PoseValidator—review how Ultralytics YOLO validates p
 keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
 ---
 
-## PoseValidator
+# Reference for `ultralytics/models/yolo/pose/val.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py).
+
 ---
-### ::: ultralytics.models.yolo.pose.val.PoseValidator
+## ::: ultralytics.models.yolo.pose.val.PoseValidator
 <br><br>
 
-## val
 ---
-### ::: ultralytics.models.yolo.pose.val.val
+## ::: ultralytics.models.yolo.pose.val.val
 <br><br>

docs/reference/models/yolo/segment/predict.md

@@ -3,12 +3,16 @@ description: Discover how to utilize the YOLO Segmentation Predictor in Ultralyt
 keywords: YOLO, Ultralytics, object detection, segmentation predictor
 ---
 
-## SegmentationPredictor
+# Reference for `ultralytics/models/yolo/segment/predict.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py).
+
 ---
-### ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
 <br><br>
 
-## predict
 ---
-### ::: ultralytics.models.yolo.segment.predict.predict
+## ::: ultralytics.models.yolo.segment.predict.predict
 <br><br>

docs/reference/models/yolo/segment/train.md

@@ -3,12 +3,16 @@ description: Maximize your YOLO model's performance with our SegmentationTrainer
 keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object detection, model training, YOLO model
 ---
 
-## SegmentationTrainer
+# Reference for `ultralytics/models/yolo/segment/train.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py).
+
 ---
-### ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
 <br><br>
 
-## train
 ---
-### ::: ultralytics.models.yolo.segment.train.train
+## ::: ultralytics.models.yolo.segment.train.train
 <br><br>

docs/reference/models/yolo/segment/val.md

@@ -3,12 +3,16 @@ description: Get practical insights about our SegmentationValidator in YOLO Ultr
 keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image classification, object detection
 ---
 
-## SegmentationValidator
+# Reference for `ultralytics/models/yolo/segment/val.py`
+
+!!! note
+
+    Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py).
+
 ---
-### ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
 <br><br>
 
-## val
 ---
-### ::: ultralytics.models.yolo.segment.val.val
+## ::: ultralytics.models.yolo.segment.val.val
 <br><br>