Stage1_PESBiU (Predictive Energy Saver for Baseband Units), is a project ultilizing CNN-LSTM-based model with hyperoptimizer for predicting traffic volume and optimizing energy consumption in Baseband Units (BBUs). This project leverages granular datasets to capture real-time fluctuations in the network, enhancing energy efficiency and improving network performance in 5G environments.