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Work Experience
Advanced Analytics and Data Science Consultant - Software Development and Support
Freelance and Consulting Services• March 2016 - Present
Consulting services in formulation and implementation of industrial projects involving big data, analytics, high dimensional information and data science Success stories in projects in the mining, dairy, financial services, food, textile and aquaculture industries Implementation of Machine learning, Deep learning, and Optimization solutions based on Python, Kedro, and cloud services (both Azure and AWS) Electronic and Computer Support, Fieldwork and Remote Assistance. Software Implementation and Optimization
Principal Data Scientist
Advanced Laboratory of GeoStatistics and SuperComputing, ALGES• August 2021 - August 2023
Applied scientific research related with topics of machine learning classification and mathematical modelling of multidimensional data, hyper-spectral images, data fusion and super-resolution. Working in characterization and classification of hyper-spectral data from mineralogical, microscopic and biomedical sources.
Senior Data Scientist
Alaya Digital Solutions• August 2021 - December 2021
• Advanced Analytics team leader for projects in national and Latin American industries. • Generate prototypes and pilots of Advanced Analytics solutions based on assigned project portfolio. • Evaluation, Formulation and Implementation of Advanced Analytics and ML projects based on client portfolio.
Applied Data Scientist - Scientific Researcher, Electrical Engineering Postdoctoral Research
Advanced Laboratory of GeoStatistics and SuperComputing• August 2017 - August 2021
Integration of non-parametric bayesian strategies and high dimensional hyperspectral data for the characterization of uncertainty and real time estimation of geometallurgical variables from samples of mining processes
Principal Hardware and Software Engineer
Micromundo Chile Spa• March 2017 - March 2021
Development of Virtual Microscopy Technologies Management of the applied scientific content for children education in topics related with optics and technology
Senior Software Engineer
Biomedical Neuroscience Institute (BNI). Universidad de Chile• June 2013 - March 2016
Project ICM (P04-068-F | P09-015-F). Image Processing Software Development for Scientific Computing on Microscopy with Biomedical Applications. Development, Support and continuous improvement of systems for the study of phenomena related with developmental biology and applied sciences. Development of super-resolution microscopy techniques. Extension, Support and Maintenance of previous works within the Millennium Scientific Initiative NEMO (Núcleo de Morfo-génesis Neuronal, www.nemolab.cl). Support to users of the biological area in data storage, processing and analysis. Consultancy in group of mathematical modeling oriented to the description of morpho-genesis processes
Software Engineer
Laboratory for the Analysis of Scientific Images (SCIAN Lab). Universidad de Chile• July 2011 - May 2013
Reference Links (SCIAN-Lab, www.scian.cl, www.aibi.cl) Collaborative work and Remote support with the III Physics Institute at the Georg-August-Universität Göttingen (Germany), both in hardware and software involved in a microscopic super-resolution technique based on statistical analysis of spatio-temporal data. Development, Optimization and Extension of S.O.F.I. For its first successful implementation in Chile. Support to users of the biological area in data storage and processing and its analysis through programs for the characterization of branched structures from 3D data clouds and Octrees.
Project Coordinator
{Center of Excellence in Medical Informatics. Heidelberg Center for Latino América - Universidad de Chile• January 2011 - December 2011
Support in the planning and development of the Center of Excellence in Medical Informatics for Latino America (http://www.heidelbergcenter.cl/medicalinformatics/en/) between the Universidad de Chile and the Heidelberg Center from the Heidelberg University. Participation, Technical and administrative support in the first summer school in “Health Informatics”: Telemedicine and Health Information Systems (2010), and in the first version of the Diploma post-title program: “Health Information Systems: Social and technical requirements for successful design and deployment” (2011). Support in tasks of formulation and administrative presentation of the Master in Medical Informatics at the Universidad de Chile
Electronic Engineer, Research Assistant
Nucleo Milenio NEMO, Faculty of Medicine, Universidad de Chile• September 2010 - June 2011
NEMO Project (P07-048-F). www.nemolab.cl Development and Support in mathematical modeling, parallelization and optimization of applications and routines for the analysis of phenomena of developmental biology and applied sciences. Analysis of requirements for a system of extraction of parameters in branched structures present in biological images. Support and Optimization for the SCIAN-Soft Software. Development of graphic models for visual representation of parameters
Electronics and Software Engineer
Advanced Computer Graphics Laboratory, Faculty of Engineering, Universidad de Concepción• June 2009 - October 2010
Project FONDEF (TE06I1014), Development Platform VICE based on Display technologies and haptic devices (VICE, http://www.visualizacionmatematica.com/). Implementation, Testing and correction of software related to physical and haptic interactions (force feedback). Implementation of texture-based haptic interaction. Developed in C++, MFC and Flash. Development and Modifications carried out with high standards, under highly demanding requirements of time and specifications
Software Engineer, Researcher
Center of Optics and Photonics, Faculty of Physics and Mathematics, Universidad de Concepción• April 2010 - August 2010
BASAL Project (FB0824/2008), Center of Optics and Photonics (CEFOP, www.cefop.cl). Development Control software for interactive manipulation platform Micro and Nano optics in a real time system. The project considers optical tweezers and light space modulators (SLM). Evaluation and analysis of requirements for the necessary conditions for the optical confinement of a particle and its manipulation in relation with the time and minimum displacements constrains required to ensure continuous confinement considering the equipment and components available in the laboratory. Strong integration with a multidisciplinary team of researchers and developers of physical and engineering areas
Electronic Engineer
Center of Optics and Photonics, Faculty of Physics and Mathematics, Universidad de Concepción• June 2010 - July 2010
Project DTT/CEFOP (FB0824/2008), Satellite Teledetection Laboratory- CEFOP (LTS, http://www.lts.udec.cl/). Development and Support for MCGA display interface for field risk prevention software. Prototype graphic module for an alert generator for real time monitoring based on geolocation. Developed in Java by project requirements. Test and modifications based on field tests in conjunction with Forestal Celco, obtaining satisfactory evaluation and performance
Development Engineer - Scientific Researcher
Advanced Computer Graphics Laboratory, Faculty of Engineering, Universidad de Concepción• January 2009 - June 2010
Project FONDEF (D06I1057), Artroscopic Training System based on Interactive Visualization and Haptic Devices (http://www.rodillavirtual.com/index\_en.html). Implementation of algorithms and development of mathematical models for detection of collisions, contact and collision between objects modeled by geometric mesh, soft tissue deformation and feedback of haptic force. Implementation of the interaction of two haptic devices in a dual configuration interface developed in Windows Forms. The work was synthesized in the Memory of Degree "Detection of Collisions and haptic feedback in a virtual simulator for surgical training". Successful development of algorithms for the management of haptic threads with free software API, dual manipulation of haptic devices, development of classes for device communication, management of multiple windows and OpenGL contexts, collision detection, deformation algorithms, re-estimating algorithms Of position, implementation of graphical view of circular rotation for the arthroscopic camera, application of haptic force
Education
Universidad de Chile
Electrical Engineering, PhD• January 2013 - December 2018
HIDSAG: Hyperspectral Image Database for Supervised Analysis in Geometallurgy Data Descriptor Paper SCIENTIFIC DATA 2023, 10(164) March 2023 • https://doi.org/10.1038/s41597-023-02061-x A Robust Stochastic Approach to Mineral Hyperspectral Analysis for Geometallurgy Journal Paper MINERALS 2020, 10(12), 1139 Jan. 2021 • https://doi.org/10.3390/min10121139 Multi Pixel Stochastic Approach to Mineral Samples Spectral Analysis for Geometallurgical Modeling Conference Paper PROCEMIN GEOMET 2020 Nov. 2020 Ore-Waste Discrimination with Adaptive Sampling Strategy Journal Paper NATURAL RESOURCES RESEARCH, 29, 3079 – 3102 Feb. 2020 • https://doi.org/10.1007/s11053-020-09625-3 Geological Facies Recovery Based on Weighted l1-Regularization Journal Paper MATHEMATICAL GEOSCIENCES, 52, 593 – 617 Sept. 2019 • https://doi.org/10.1007/s11004-019-09825-5 Sampling Strategies for Uncertainty Reduction in Categorical Random Fields: Formulation, Mathematical Analysis and Application to Multiple-Point Simulations Journal Paper MATHEMATICAL GEOSCIENCES 51(5), 579–624 Jan. 2019 • https://doi.org/10.1007/s11004-018-09777-2
Heidelberg center for Latin America
Postgraduate Diploma: "Health Information Systems", Diploma• March 2011 - August 2011
Joint Postgraduate Diploma between the Universidad de Chile and the Universität Heidelberg (Heidelberg Center for Latin America – Center of Excellence in Investigation and Teaching) http://www.heidelbergcenter.cl/medicalinformatics/en/?page_id=183 Postgraduate Diploma: "HEALTH INFORMATION SYSTEMS: SOCIAL AND TECHNICAL REQUIREMENTS FOR SUCCESSFUL DESIGN AND DEPLOYMENT" The upcoming diplomado will focus on both technical and social requirements which are pivotal for successful implementation and operation of health information systems tailored to the needs of the particular health care institution. The course will provide you with the necessary knowledge and the appropriate set of tools to answer these questions for your institution, thus enabling you to successfully plan, deploy and operate complex health care information systems.
Universidad de Concepcion
Electrical Engineering & Computer Science, BS• March 2003 - January 2009
Development of undergraduate dissertation to obtain the degree of Civil Electronic Engineer. "Collision Detection and Haptic Feedback in virtual simulator for surgical training" Consultant at the Computer Services Unit of the School of Engineering, Assistant in Fundamentals of Computer Graphics, Electrical Department, School of Engineering. Part of extracurricular groups: "Vida Estudiantil", Chess Club, Grupo Aguilas,
Educational Center of High Technology: CEAT Liceo Mauricio Hochschild
Instrumental Electronic Technician, Instrumental Electronic Technician• March 1999 - December 2002
Solar energy projects aimed at creating energy sustainability in rural areas
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