CAPSULE NETWORK MULTI-LANE ML COMPILERS PARAMOUNT ITERATIONS MACHINE LEARNING CHECKPOINTING UPSTREAM OIL & GAS SEISMIC FACIES ANALYSIS PERFORMANCE ANALYSIS CÁNCER DE CÉRVIX PROCESAMIENTO DIGITAL DE IMÁGENES SEISMIC PROCESSING CONTAINERS GEOPHYSICS PARALLEL PROCESSING RESOURCE MONITORING GPUS ARCHITECTURES GRID RESERVOIR CHARACTERIZATION DEEP LEARNING PARALLEL COMPUTING VIRTUAL MACHINE FINITE ELEMENT METHODS CRS CCNUMA SEISMIC ATTRIBUTES CLOUD COMPUTING BAYESIAN OPTIMIZATION POWER EFFICIENCY