diff --git a/README.md b/README.md
index bd2a556..d05221b 100644
--- a/README.md
+++ b/README.md
@@ -105,7 +105,7 @@ Curious to learn more about GPT-4 Vision? [Check out our GPT-4V experiments 🧪
 ## 📸 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) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb)  |  [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/uWP6UjDeZvY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation) |
+| [How to Estimate Vehicle Speed](https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-estimate-vehicle-speed-with-computer-vision.ipynb)  | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/estimate-speed-computer-vision/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/uWP6UjDeZvY) | [![GitHub](https://badges.aleen42.com/src/github.svg)](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) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](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) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-detect-and-count-objects-in-polygon-zone.ipynb) |  [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/l_kf9CfZ_8M) | [![GitHub](https://badges.aleen42.com/src/github.svg)](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) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-and-count-vehicles-with-yolov8.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/yolov8-tracking-and-counting/) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/OS5qI9YBkfk) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/roboflow/supervision) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](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) | [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [![Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) [![SageMaker](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/sage-maker.svg)](https://studiolab.sagemaker.aws/import/github/roboflow-ai/notebooks/blob/main/notebooks/how-to-track-football-players.ipynb) | [![Roboflow](https://raw.githubusercontent.com/roboflow-ai/notebooks/main/assets/badges/roboflow-blogpost.svg)](https://blog.roboflow.com/track-football-players) [![YouTube](https://badges.aleen42.com/src/youtube.svg)](https://youtu.be/QCG8QMhga9k) | [![GitHub](https://badges.aleen42.com/src/github.svg)](https://github.com/ifzhang/ByteTrack) [![arXiv](https://img.shields.io/badge/arXiv-2110.06864-b31b1b.svg)](https://arxiv.org/abs/2110.06864)|
diff --git a/automation/notebooks-table-data.csv b/automation/notebooks-table-data.csv
index cb887e2..655ad30 100644
--- a/automation/notebooks-table-data.csv
+++ b/automation/notebooks-table-data.csv
@@ -27,7 +27,7 @@ YOLOX Object Detection, train-yolox-object-detection-on-custom-data.ipynb, https
 Resnet34 fast.ai Classification, train-resnet34-classification.ipynb, https://blog.roboflow.com/how-to-train-a-custom-resnet34-model, https://www.youtube.com/watch?v=93kXzUOiYY4,, , False, models
 OpenAI Clip Classification, 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, 2103.00020, False, models
 YOLOv4-tiny Darknet Object Detection, 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, 2011.04244, False, models
-How to Estimate Vehicle Speed, how-to-estimate-vehicle-speed-with-computer-vision.ipynb, ,https://youtu.be/uWP6UjDeZvY, https://github.com/roboflow/supervision/tree/develop/examples/speed_estimation, , False, skills
+How to Estimate Vehicle Speed, 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, , False, skills
 Detect and Count Objects in Polygon Zone with YOLOv5 / YOLOv8 / Detectron2 + Supervision, how-to-detect-and-count-objects-in-polygon-zone.ipynb, , https://youtu.be/l_kf9CfZ_8M, https://github.com/roboflow/supervision, , True, skills
 Track and Count Vehicles with YOLOv8 + ByteTRACK + Supervision, 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, 2110.06864, True, skills
 Football Players Tracking with YOLOv5 + ByteTRACK, how-to-track-football-players.ipynb, https://blog.roboflow.com/track-football-players, https://youtu.be/QCG8QMhga9k, https://github.com/ifzhang/ByteTrack, 2110.06864, True, skills