At the recent 10th SPE Annual Caspian Technical Conference and Exhibition in Baku, Orkhan Mammadov, an employee of the WAVERITY presented a paper titled "Seismic Facies Clustering Via Spectral Decomposition Using Machine Learning." This presentation, held on November 22nd, showcased innovative methods for enhancing seismic data analysis through the integration of spectral decomposition and machine learning. The conference provided an excellent opportunity for WAVERITY to share our latest research and engage with industry experts. We are proud to contribute to the evolving field of geosciences and look forward to future events.