David Alejandro Sanchez Muñoz Email and Phone Number
Data Scientist and Machine Learning Engineer with a Master's Degree in Electrical Engineering and eight years of experience creating and implementing algorithms to simulate and solve application problems in complex systems, with high mathematical modeling, machine learning, and programming skills mainly working with Python as a programming language. Previous experience designing containerized Python microservices using Docker to deploy in AWS cloud service and working with OOP, design patterns, and data structures. Strong knowledge of building predictive models of data science and artificial intelligence using Numpy, Pandas, Scikit Learn, and relational and non‐relational databases such as MySQL, PostgreSQL, MongoDB, and Elastic. Proactive, highly committed team worker focused on the rigor of the methodology and a mindset in the scope of the solution
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Application SpecialistEmtp®Antioquia, Colombia -
Support SpecialistEmtp® Feb 2024 - PresentMontreal, Quebec, Canada -
Senior Data ScientistPower Frames Mar 2021 - Feb 2024ColombiaResponsabilities:- Develop Machine Learning models for alert systems due to adverse meteorological conditions.- Develop ETLs in cloud architecture for meteorological data in streaming and batch applications.- Develop and maintain relational and non-relational databases for customer asset information.- Develop microservices for analyzing historical data and creating statistical reports.Achievements:- Developed the MPSR - a model that predicts failures in overhead transmission lines due to lightning activity.- Developed the SATD - a model that predicts the risk of landslides due to precipitation and topographical conditions.- Developed ETLs for meteorological time series data (e.g., lightning, precipitation, wind speed, solar radiation) using Apache Kafka, docker, python, and AWS. Relating meteorological data with customers' assets for establishing weather impact and the possible risk.- Developed and maintained Python and C++ microservices such as Amalia, AmaliaReports, and AmaliaAlerts. -
Project EngineerUniversidad Nacional De Colombia Jul 2017 - Mar 2023Medellin, ColombiaResponsabilities:- Develop machine learning models for state estimation and protection.- Perform data analytics through extensive modeling and numerical simulations.- Develop and test software libraries for state estimation in real-time applications.- Develop and test protection algorithms in hardware in the loop real-time applications.Achievements:For Energética 2030 project- Assessed conventional protection schemes in scenarios with high penetration of renewable generation.- Proposed and tested adaptive and systemic protection schemes as a countermeasure of conventional protection scheme issues in scenarios with high penetration of renewable generation.- Builded generic models for renewable generation for short circuit and stability calculations. For FLEXI (Flow estimation based on collaborative information) project- Contributed to developing a .NET framework class library to execute the FLEXI model in real-time for containerized architecture in more than 100 streets in Medellin.- Led experiments design and execution for vehicle traffic data collection to fit the FLEXI model.For UNpowerEstimator (electric power systems state estimation based on PMU information) project- Contributed to developing a .NET framework class library to execute the linear and nonlinear using GPA - Project Alpha adapters to collect Phasor Measurements Units (PMU) data.- Tested the linear and nonlinear state estimator in the Sabanalarga 500/220 kV substation. -
Project EngineeringPhc Servicios Integrados Sep 2015 - Jul 2017Medellin, ColombiaResponsabilities:- Develop technical studies for energy market operation strategies and Energy project's economic evaluation.- Develop technical studies for generation and transmission projects' impact on power systems behavior.- Provide technical support in technical studies development and commercial proposals.Achievements:- Developed load flow, short circuit current, dynamic stability, and protection coordination studies for hydro and thermal generators looking to connect to Colombia and Central America power systems.- Designed energy purchase strategy for big consumers such as oil companies in Colombia.- Assessed business opportunities in Colombia and Central America energy markets, mainly about expected income through forecasting energy prices and market simulations. -
Laboratory AssistantUniversidad Nacional De Colombia Aug 2014 - Dec 2014Facultad De MinasResponabilities:- Technical assistance in the high-voltage laboratory.Achievements:- Monitored the environmental testing area (e.g. temperature, humidity, atmospheric pressure) to ensure the conditions for the different high voltage tests.
David Alejandro Sanchez Muñoz Education Details
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Electrical Engineering -
Electrical Enginnering
Frequently Asked Questions about David Alejandro Sanchez Muñoz
What company does David Alejandro Sanchez Muñoz work for?
David Alejandro Sanchez Muñoz works for Emtp®
What is David Alejandro Sanchez Muñoz's role at the current company?
David Alejandro Sanchez Muñoz's current role is Application Specialist.
What schools did David Alejandro Sanchez Muñoz attend?
David Alejandro Sanchez Muñoz attended Universidad Nacional De Colombia, Universidad Nacional De Colombia.
Who are David Alejandro Sanchez Muñoz's colleagues?
David Alejandro Sanchez Muñoz's colleagues are Henry Gras, Hou Ssem, Alexei Danelyuk, Anna Moscoloni, Hannia Uribe Sanchez, Crystal H., Anton Stepanov.
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David Alejandro Sanchez Muñoz
Arqueólogo En Proyecto Arqueológico Valles De La Sierra GordaMexico City
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