In this project, we utilize the XGBoost algorithm to classify rodent behavior. We leverage the visualization capabilities of the voxel51 platform to gain valuable insights into the data. With DVC (Data Version Control), we ensure reliable versioning of the dataset, promoting reproducibility and tracking changes. Additionally, W&B (Weights & Biases) aids in training visualization and report generation, enhancing the project's analytical capabilities.