# notebooks
**Repository Path**: guorui0911/notebooks
## Basic Information
- **Project Name**: notebooks
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No
## Statistics
- **Stars**: 0
- **Forks**: 0
- **Created**: 2024-05-11
- **Last Updated**: 2024-05-11
## Categories & Tags
**Categories**: Uncategorized
**Tags**: None
## README
[notebooks](https://github.com/roboflow/notebooks) | [inference](https://github.com/roboflow/inference) | [autodistill](https://github.com/autodistill/autodistill) | [collect](https://github.com/roboflow/roboflow-collect)
## 👋 hello
Over the years we have created dozens of Computer Vision tutorials. This repository contains examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO, SAM, and GPT-4 Vision.
Curious to learn more about GPT-4 Vision? [Check out our GPT-4V experiments 🧪 repository](https://github.com/roboflow/awesome-openai-vision-api-experiments).
## 🚀 model tutorials (32 notebooks)
| **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** |
|:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:|
| [Zero-Shot Object Detection with YOLO-World](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-yolo-world.ipynb) | [](https://blog.roboflow.com/what-is-yolo-world/) [](https://www.youtube.com/watch?v=X7gKBGVz4vs) | [](https://github.com/AILab-CVC/YOLO-World) [](https://arxiv.org/abs/2401.17270)|
| [YOLOv9 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov9-object-detection-on-custom-dataset.ipynb) | [](https://blog.roboflow.com/train-yolov9-model) [](https://youtu.be/XHT2c8jT3Bc) | [](https://github.com/WongKinYiu/yolov9) [](https://arxiv.org/abs/2402.13616)|
| [RTMDet Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-rtmdet-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-rtmdet-on-a-custom-dataset) [](https://youtu.be/5kgWyo6Sg4E) | [](https://github.com/open-mmlab/mmdetection) [](https://arxiv.org/abs/2212.07784)|
| [Fast Segment Anything Model (FastSAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-fast-sam.ipynb) | [](https://blog.roboflow.com/how-to-use-fastsam) [](https://youtu.be/yHNPyqazYYU) | [](https://github.com/CASIA-IVA-Lab/FastSAM) [](https://arxiv.org/abs/2306.12156)|
| [YOLO-NAS Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolo-nas-on-custom-dataset.ipynb) | [](https://blog.roboflow.com/yolo-nas-how-to-train-on-custom-dataset) [](https://youtu.be/V-H3eoPUnA8) | [](https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md) |
| [Segment Anything Model (SAM)](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-segment-anything-with-sam.ipynb) | [](https://blog.roboflow.com/how-to-use-segment-anything-model-sam) [](https://youtu.be/D-D6ZmadzPE) | [](https://github.com/facebookresearch/segment-anything) [](https://arxiv.org/abs/2304.02643)|
| [Zero-Shot Object Detection with Grounding DINO](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/zero-shot-object-detection-with-grounding-dino.ipynb) | [](https://blog.roboflow.com/grounding-dino-zero-shot-object-detection) [](https://youtu.be/cMa77r3YrDk) | [](https://github.com/IDEA-Research/GroundingDINO) [](https://arxiv.org/abs/2303.05499)|
| [DETR Transformer Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-huggingface-detr-on-custom-dataset.ipynb) | [](https://youtu.be/AM8D4j9KoaU) [](https://youtu.be/AM8D4j9KoaU) | [](https://github.com/facebookresearch/detr) [](https://arxiv.org/abs/2005.12872)|
| [DINOv2 Image Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-classification.ipynb) | [](https://blog.roboflow.com/how-to-classify-images-with-dinov2/) | [](https://github.com/facebookresearch/dinov2/) [](https://arxiv.org/abs/2304.07193)|
| [YOLOv8 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-object-detection-on-custom-dataset.ipynb) | [](https://blog.roboflow.com/how-to-train-yolov8-on-a-custom-dataset) [](https://youtu.be/wuZtUMEiKWY) | [](https://github.com/ultralytics/ultralytics) |
| [YOLOv8 Pose Estimation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-keypoint.ipynb) | [](https://blog.roboflow.com/train-a-custom-yolov8-pose-estimation-model/) | [](https://github.com/ultralytics/ultralytics) |
| [YOLOv8 Oriented Bounding Boxes](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-obb.ipynb) | [](https:/blog.roboflow.com/train-yolov8-obb-model/) | [](https://github.com/ultralytics/ultralytics) |
| [YOLOv8 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-instance-segmentation-on-custom-dataset.ipynb) | [](https://blog.roboflow.com/how-to-train-yolov8-instance-segmentation/) [](https://youtu.be/pFiGSrRtaU4) | [](https://github.com/ultralytics/ultralytics) |
| [YOLOv8 Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov8-classification-on-custom-dataset.ipynb) | [](https://blog.roboflow.com/how-to-train-a-yolov8-classification-model/) | [](https://github.com/ultralytics/ultralytics) |
| [YOLOv7 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial) [](https://www.youtube.com/watch?v=5nsmXLyDaU4) | [](https://github.com/WongKinYiu/yolov7) [](https://arxiv.org/abs/2207.02696)|
| [YOLOv7 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-instance-segmentation-on-custom-data.ipynb) | [](https://blog.roboflow.com/train-yolov7-instance-segmentation-on-custom-data) [](https://www.youtube.com/watch?v=vFGxM2KLs10) | [](https://github.com/WongKinYiu/yolov7) [](https://arxiv.org/abs/2207.02696)|
| [YOLOv7 Object Detection OpenVINO + TorchORT](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov7-object-detection-on-custom-data-openvino-torch-ort.ipynb) | [](https://blog.roboflow.com/accelerate-pytorch-openvino-torch-ort) | [](https://github.com/roboflow-ai/yolov7) [](https://arxiv.org/abs/2207.02696)|
| [MT-YOLOv6 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov6-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-yolov6-on-a-custom-dataset) [](https://www.youtube.com/watch?v=fFCWrMFH2UY) | [](https://github.com/meituan/YOLOv6) [](https://arxiv.org/abs/2209.02976)|
| [YOLOv5 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-yolov5-on-a-custom-dataset) [](https://youtu.be/watch?v=x0ThXHbtqCQ) | [](https://github.com/ultralytics/yolov5) |
| [YOLOv5 Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-classification-on-custom-data.ipynb) | [](https://blog.roboflow.com/train-yolov5-classification-custom-data) [](https://www.youtube.com/watch?v=DPjp9Kq4qn8) | [](https://github.com/ultralytics/yolov5) |
| [YOLOv5 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb) | [](https://blog.roboflow.com/train-yolov5-instance-segmentation-custom-dataset) [](https://www.youtube.com/watch?v=vKzfvtEtiYo) | [](https://github.com/ultralytics/yolov5) |
| [Detection2 Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-detectron2-segmentation-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-detectron2) [](https://youtu.be/e8LPflX0nwQ) | [](https://github.com/facebookresearch/detectron2) [](https://arxiv.org/abs/1703.06870v3)|
| [SegFormer Instance Segmentation](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segformer-segmentation-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-segformer-on-a-custom-dataset-with-pytorch-lightning) [](https://www.youtube.com/watch?v=4HNkBMfw-2o) | [](https://github.com/NVlabs/SegFormer) [](https://arxiv.org/abs/2105.15203v3)|
| [Vision Transformer Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-vision-transformer-classification-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-vision-transformer) [](https://www.youtube.com/watch?v=8yRE2Pa-8_I) | [](https://github.com/lucidrains/vit-pytorch) [](https://arxiv.org/abs/2010.11929)|
| [Scaled-YOLOv4 Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-scaled-yolov4-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-scaled-yolov4) [](https://www.youtube.com/watch?v=rEbpKxZbvIo) | [](https://github.com/WongKinYiu/ScaledYOLOv4) [](https://arxiv.org/abs/2004.10934)|
| [YOLOS Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolos-huggingface-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/train-yolos-transformer-custom-dataset) [](https://www.youtube.com/watch?v=N0V0xxSi6Xc) | [](https://github.com/huggingface/transformers) [](https://arxiv.org/abs/2106.00666)|
| [YOLOR Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolor-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/train-yolor-on-a-custom-dataset) [](https://www.youtube.com/watch?v=sZ5DiXDOHEM) | [](https://github.com/roboflow-ai/yolor) [](https://arxiv.org/abs/1506.02640)|
| [YOLOX Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolox-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.com/how-to-train-yolox-on-a-custom-dataset) [](https://www.youtube.com/watch?v=q3RbFbaQQGw) | [](https://github.com/Megvii-BaseDetection/YOLOX) [](https://arxiv.org/abs/2107.08430)|
| [Resnet34 fast.ai Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-resnet34-classification.ipynb) | [](https://blog.roboflow.com/how-to-train-a-custom-resnet34-model) [](https://www.youtube.com/watch?v=93kXzUOiYY4) | |
| [OpenAI Clip Classification](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-openai-clip-classification.ipynb) | [](https://blog.roboflow.com/how-to-use-openai-clip) [](https://www.youtube.com/watch?v=8o701AEoZ8I) | [](https://github.com/openai/CLIP) [](https://arxiv.org/abs/2103.00020)|
| [YOLOv4-tiny Darknet Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb) | [](https://blog.roboflow.ai/train-yolov4-tiny-on-custom-data-lighting-fast-detection) [](https://www.youtube.com/watch?v=NTnZgLsk_DA) | [](https://github.com/roboflow-ai/darknet) [](https://arxiv.org/abs/2011.04244)|
| [Train a YOLOv8 Classification Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-train-yolov8-classification-no-labeling.ipynb) | [](https://blog.roboflow.com/train-classification-model-no-labeling/) | [](https://github.com/ultralytics/ultralytics) |
## 📸 computer vision skills (18 notebooks)
| **notebook** | **open in colab / kaggle / sagemaker studio lab** | **complementary materials** | **repository / paper** |
|:------------:|:-------------------------------------------------:|:---------------------------:|:----------------------:|
| [How to Estimate Vehicle Speed](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) | [](https://blog.roboflow.com/estimate-speed-computer-vision/) [](https://youtu.be/uWP6UjDeZvY) | [](https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation) |
| [Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) | [](https://blog.roboflow.com/how-to-count-objects-in-a-zone) [](https://youtu.be/l_kf9CfZ_8M) | [](https://github.com/roboflow/supervision) |
| [Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [](https://blog.roboflow.com/yolov8-tracking-and-counting/) [](https://youtu.be/OS5qI9YBkfk) | [](https://github.com/roboflow/supervision) [](https://arxiv.org/abs/2110.06864)|
| [Football Players Tracking with YOLOv5 + ByteTRACK](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [](https://blog.roboflow.com/track-football-players) [](https://youtu.be/QCG8QMhga9k) | [](https://github.com/ifzhang/ByteTrack) [](https://arxiv.org/abs/2110.06864)|
| [Auto Train YOLOv8 Model with Autodistill](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-auto-train-yolov8-model-with-autodistill.ipynb) | [](https://blog.roboflow.com/autodistill) [](https://youtu.be/gKTYMfwPo4M) | [](https://github.com/autodistill/autodistill) |
| [Image Embeddings Analysis - Part 1](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/image_embeddings_analysis_part_1.ipynb) | [](https://youtu.be/YxJkE6FvGF4) | [](https://github.com/openai/CLIP) [](https://arxiv.org/abs/2103.00020)|
| [Automated Dataset Annotation and Evaluation with Grounding DINO and SAM](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino-and-sam.ipynb) | [](https://blog.roboflow.com/enhance-image-annotation-with-grounding-dino-and-sam/) [](https://youtu.be/oEQYStnF2l8) | [](https://github.com/IDEA-Research/GroundingDINO) [](https://arxiv.org/abs/2303.05499)|
| [Automated Dataset Annotation and Evaluation with Grounding DINO](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/automated-dataset-annotation-and-evaluation-with-grounding-dino.ipynb) | [](https://youtu.be/C4NqaRBz_Kw) | [](https://github.com/IDEA-Research/GroundingDINO) [](https://arxiv.org/abs/2303.05499)|
| [Roboflow Video Inference with Custom Annotators](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/roboflow_video_inference_with_custom_annotators.ipynb) | [](https://blog.roboflow.com/custom-annotator-video-inference) | [](https://github.com/roboflow/inference) |
| [DINO-GPT-4V Object Detection](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dino-gpt4v-autodistill.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dino-gpt4v-autodistill.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dino-gpt4v-autodistill.ipynb) | [](https://blog.roboflow.com/dino-gpt-4v/) | |
| [Train a Segmentation Model with No Labeling](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/train-segmentation-model-with-no-labeling.ipynb) | [](https://blog.roboflow.com/train-a-segmentation-model-no-labeling/) | [](https://github.com/autodistill/autodistill) |
| [DINOv2 Image Retrieval](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-image-retrieval.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/dinov2-image-retrieval.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/dinov2-image-retrieval.ipynb) | | [](https://github.com/facebookresearch/dinov2/) [](https://arxiv.org/abs/2304.07193)|
| [Vector Analysis with Scikit-learn and Bokeh](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb) | [](https://blog.roboflow.com/vector-analysis) | |
| [RF100 Object Detection Model Benchmarking](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-rf100.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-rf100.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-rf100.ipynb) | [](https://blog.roboflow.com/roboflow-100) [](https://youtu.be/jIgZMr-PBMo) | [](https://github.com/roboflow-ai/roboflow-100-benchmark) [](https://arxiv.org/abs/2211.13523)|
| [Create Segmentation Masks with Roboflow](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-generate-segmentation-mask-with-roboflow.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-generate-segmentation-mask-with-roboflow.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-generate-segmentation-mask-with-roboflow.ipynb) | [](https://blog.roboflow.com/how-to-create-segmentation-masks-with-roboflow) | |
| [How to Use PolygonZone and Roboflow Supervision](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-polygonzone-annotate-and-supervision.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-polygonzone-annotate-and-supervision.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-use-polygonzone-annotate-and-supervision.ipynb) | [](https://blog.roboflow.com/polygonzone/) | |
| [Train a Package Detector With Two Labeled Images](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-package-detector-two-labeled-images.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/train-package-detector-two-labeled-images.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/train-package-detector-two-labeled-images.ipynb) | [](https://blog.roboflow.com/package-detector/) | [](https://github.com/autodistill/autodistill-seggpt) |
| [Image-to-Image Search with CLIP and faiss](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image-to-image-search-clip-faiss.ipynb) | [](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/image-to-image-search-clip-faiss.ipynb) [](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/image-to-image-search-clip-faiss.ipynb) | [](https://blog.roboflow.com/clip-image-search-faiss/) | |
## 🎬 videos
Almost every week we create tutorials showing you the hottest models in Computer Vision. 🔥
[Subscribe](https://www.youtube.com/@Roboflow), and stay up to date with our latest YouTube videos!
How to Choose the Best Computer Vision Model for Your Project
Created: 26 May 2023 | Updated: 26 May 2023
In this video, we will dive into the complexity of choosing the right computer vision model for your unique project. From the importance of high-quality datasets to hardware considerations, interoperability, benchmarking, and licensing issues, this video covers it all...
Accelerate Image Annotation with SAM and Grounding DINO
Created: 20 Apr 2023 | Updated: 20 Apr 2023
Discover how to speed up your image annotation process using Grounding DINO and Segment Anything Model (SAM). Learn how to convert object detection datasets into instance segmentation datasets, and see the potential of using these models to automatically annotate your datasets for real-time detectors like YOLOv8...
SAM - Segment Anything Model by Meta AI: Complete Guide
Created: 11 Apr 2023 | Updated: 11 Apr 2023
Discover the incredible potential of Meta AI's Segment Anything Model (SAM)! We dive into SAM, an efficient and promptable model for image segmentation, which has revolutionized computer vision tasks. With over 1 billion masks on 11M licensed and privacy-respecting images, SAM's zero-shot performance is often superior to prior fully supervised results...
## 💻 run locally
We try to make it as easy as possible to run Roboflow Notebooks in Colab and Kaggle, but if you still want to run them
locally, below you will find instructions on how to do it. Remember don't install your dependencies globally, use
[venv](https://packaging.python.org/en/latest/guides/installing-using-pip-and-virtual-environments/).
```console
# clone repository and navigate to root directory
git clone git@github.com:roboflow-ai/notebooks.git
cd notebooks
# setup python environment and activate it
python3 -m venv venv
source venv/bin/activate
# install and run jupyter notebook
pip install notebook
jupyter notebook
```
## ☁️ run in sagemaker studio lab
You can now open our tutorial notebooks in [Amazon SageMaker Studio Lab](https://aws.amazon.com/sagemaker/studio-lab/) -
a free machine learning development environment that provides the compute, storage, and security—all at no cost—for
anyone to learn and experiment with ML.
| Stable Diffusion Image Generation | YOLOv5 Custom Dataset Training | YOLOv7 Custom Dataset Training |
|:---------------------------------:|:------------------------------:|:------------------------------:|
| [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/sagemaker-studiolab/stable-diffusion-image-generation.ipynb) | [](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/sagemaker-studiolab/yolov5-custom-training.ipynb) |[](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/sagemaker-studiolab/yolov7-custom-training.ipynb) |
## 🐞 bugs & 🦸 contribution
Computer Vision moves fast! Sometimes our notebooks lag a tad behind the ever-pushing
forward libraries. If you notice that any of the notebooks is not working properly, create a
[bug report](https://github.com/roboflow-ai/notebooks/issues/new?assignees=&labels=bug%2Ctriage&template=bug-report.yml)
and let us know.
If you have an idea for a new tutorial we should do, create a
[feature request](https://github.com/roboflow-ai/notebooks/issues/new?assignees=&labels=enhancement&template=feature-request.yml).
We are constantly looking for new ideas. If you feel up to the task and want to create a tutorial yourself, please take
a peek at our [contribution guide](https://github.com/roboflow-ai/notebooks/blob/main/CONTRIBUTING.md). There you can
find all the information you need.
We are here for you, so don't hesitate to [reach out](https://github.com/roboflow-ai/notebooks/discussions). 
