“…The system captures activities of the birds within a defined environment, ranging from movement, interaction within the flock, water consumption, and feeding patterns (Rushen et al, 2012), (Massari et al, 2022). Captured images are subjected to pre-processing steps, where noise is removed from the image, and the image is resized which will lead to enhancement of the image and extraction of all the key features, no matter how insignificant, such as nuanced behaviors and physiological features are recognized and interpreted for better outcome or result (Pereira et al, 2013), (Publishers, 2022). Implementation of deep learning models, which is the core of the system, is made possible through training of a vast dataset and validation of the model for better insights into the health (Neethirajan, 2022), (Eijk et al, 2022), (Fang et al, 2020).…”