Update README.md

README.md

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 # Yolov8x Tuned to Hand Gestures
 
-Dataset information [Here](https://universe.roboflow.com/hand-gestures-recognition/hand-gestures-dataset)
+Yolo v8x Finetuned on the [hand gestures roboflow dataset.](https://universe.roboflow.com/hand-gestures-recognition/hand-gestures-dataset)
+
+
+## Inference
+```from ultralyticsplus import YOLO, render_result
+
+# load model
+model = YOLO('lewiswatson/yolov8x-tuned-hand-gestures')
+
+# set image
+image = 'https://thumbs.dreamstime.com/b/young-man-showing-peace-sign-isolated-over-yellow-background-133210696.jpg'
+
+# perform inference
+results = model.predict(image)
+
+# observe results
+print(results[0].boxes)
+render = render_result(model=model, image=image, result=results[0])
+render.show()```
+
+## Training Parameters
+
+Trained using [Ultralytics](https://ultralytics.com/) and [Ultralyticsplus](https://pypi.org/project/ultralyticsplus/).
+
+- Epochs: 10
+- Optimiser: SGD
+- Patience 50
+- Imgsz: 640
+- Batch: -1