This project represents a computer vision problem and solution with respect to activity recognition. The presented notebook is an example of a successfully compiled one that was able to identify activities from the predefined activities on recorded videos. The dataset used for the learning was UCF 50. All the methods including downloading and utilising the dataset is elaborated in the code base.