Dr. Youness El Hamzaoui, is Data Scientist, is Member of the National System of Researcher (SNI). CONACyT, Mexico. Dr. Youness El Hamzaoui has renewed its membership as a Member of the National System of Researcher (SNI). CONACyT, Mexico. (01 January 2020 – 31 December 2023) Level: level one (I). He has, also, renewed its membership of desirable profile about teaching and research (Perfil Deseable PRODEP) for three years from August 14, 2019 to July 14, 2022. Rightnow, Dr. Youness El Hamzaoui, is Professor and researcher (Full Time) in Autonomous University of Carmen. Department of Mechatronics Engineering. RESEARCH INTERESTS AND EXPERTISE OF DR. YOUNESS EL HAMZAOUI: • Numerical methods • Integration calculus • Programming • Mathematical Algebra • Energy and renewable energy. • Mechatronics system • Mathematical Modeling of physical systems • Programmable Logic Controller (PLC) • Memories and Peripherals • Measurement and Instrumentation • Control neuro fuzzy • Digital control • Microcontroller as Arduinos • Intelligent control • Artificial neural networks direct and inverse • Statistical applied to experimental design • Probability and statistics • Deep learning • Pattern recognition • Genetic programming • Evolutionary algorithms (genetic algorithms, particle swarm algorithms). • Optimization algorithms. • Numerical optimization. • Scientific computing including the analyze computer algorithms for simulating mathematical models of scientific phenomena. • Applied computing in industrial • Applied computing in engineering • Applied computing in science • Applied computing in computer engineering • Applied computing in chemistry, renewable energy, environmental modeling, mechanics, business using computational intelligence. • Mathematical Modeling of Energy System and Environment. • Computational intelligence and it’s application in Smart Grid. • Artificial Neural Network, Artificial Neural Network inverse, Fuzzy Logic, Adaptive Neuro Fuzzy Inference System, Genetic Algorithms, Particle Swarm Algorithms). • Software Engineering. • Machine Learning and its applications in graphics. • Mathematical modeling, • Project modeling and analysis, • Economic analysis, • Systems engineering • Productivity analysis & improvement • Manufacturing engineering • Scientific data analysis • Information security and applications. • Robotics • Industrial engineering • Cybernetics • Control and robot • Nanotechnology • Artificial intelligence • Theoretical physics • Workshop on Writing Research Papers • Engineering Optimization • Supply Chain Engineering • System Informatics and Control • Data Engineering and Science • Bioengineering and Bioscience • Homeland security and defense • People and Technology • Predictive Analytics and Real-Time Optimization • System Informatics and Control • Mathematical theory and modeling • Large-scale optimization • Mathematics modeling experts • High-performance computing • Predictive Modeling • Industrial application