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# Exploring Video Analytics with TwelveLabs and FiftyOne Welcome to this hands-on workshop where we will learn how to load and explore datasets using FiftyOne. This notebook will guide you through programmatic interaction via the **FiftyOne SDK** and visualization using the **FiftyOne App**.  ## Learning Objectives: - Load video datasets into FiftyOne. - Use Plugins to connect external API to the FiftyOne’s workflow . - Calculate video embeddings using TwelveLabs. - Visualize clip embeddings in FiftyOne, curate and filter your datasets. In this example, we use dataset loading from directory and a Kaggle dataset. [Dataset Paper](https://www.sciencedirect.com/science/article/pii/S235234092400756X#abs0001) [Dataset Link](https://data.mendeley.com/datasets/xjmtb22pff/1) Download, extract and add the dataset in the root folder of this repo. I have called it “Video Dataset for Safe and Unsafe Behaviours”