CV
Education
- B.S. in Nanotecnhology, Centro de Nanociencias y Nanotecnología - UNAM, 2017
- M.S. in Medical Physics, Instituto de Física - UNAM, 2020
- Graduate Specialization in Applied Statistics, Instituto de Investigaciones en Matemáticas Aplicadas y Sistemas - UNAM, 2022
- Graduate Specialization in High Performance Computing, Instituto de Investigaciones en Matemáticas Aplicadas y Sistemas - UNAM, 2023
Work experience
- 2021-present: Data Scientist
- Clikalia
- Duties included: Strategies to develop sofware product for adquisition departament.
- 2022-2023: Data Engineer
- Instituto de Ciencias Nucleares - UNAM
- Duties included: Using the grid infrestructure to an aplication of proteomics project
- Supervisor: Dr. Lukas Nellen
- 2021-2022: Data Scientist
- FACMED-UNAM
- Duties included: Research of models to prognosis
- 2018-2020: Research Statistician and quality engineer
- Laboratorio de Física Médica - INNN
- Duties included: Evaluate the performance of new radiosurgy protocols using information of radiocromics films with hypothesis testing.
Technologies experience
- Programing languages: Python, Matlab, Java, SQL, NoSQL, Batch, Unix Shell, R, Julia, Fortran.
- Data Science Stack: SciPy, Numpy, statsModels, Scikit-Learn, TensorFlow.
- Data Engineer Stack: AirFlow, MLFlow, Numba, GitHub, KubeFlow, MongoDB, Postgresql, Cosmmos DB
- Data Analyst Stack: PowerBI, Pandas, MatplotLib, SeaBorn, Excel, Word, PowerPoint.
- Methodologies Stack: Scrum (Agile).
- Concurrent and distributed programming: Synchronization mechanisms (critical section, Semaphore, monitors, message passing interface [OpenMP, OpenMPI], Multithreading).
- Languages type experience: Declarative languages, Imperative languages, Object-oriented languages.
- Virtual Machine Administration: ProxMox, VRMachine.
- Operative System: Windows, Linux(Unix Shell), MacOS.
Publications
- Bachelor’s thesis Dilucidación de la primera demostración del teorema adiabático Adviser: Dr. Armando Reyes Serrato
- Master’s thesis Impacto de los factores de correción de salida propuestos por el código de práctica TRS-483 del OIEA en el cálculo de distribuciones de dosis Adviser: Dra. Olivia García Garduño
- Article The impact of output correction factor in non-conventional radiation fields for dose distribution calculation in radiosurgery: Preliminary results