Daniela Martin Vega

daniela-martin-vega

Daniela Martin Vega

MSC. in Information and Communication Sciences 路 Full-Stack Software Developer
Bogot谩, Colombia
馃摫 (+57) 305 939 9347
馃摟 dmartinvega@gmail.com
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Profile

I am passionate about designing and creating technological solutions with impact in society and everyday life, through research and application of concepts and theories. I love statistics and informatics. I am a geoinformatics engineer, specialist in software engineering, and currently, I am a student of the master's degree in information science and communications with emphasis on software engineering. My current research areas are machine learning, software engineering, astronomy, astrophysics, GIS, and industry 4.0.

I have more than 5 years of work experience as a full-stack software and research engineer with experience in technology companies focused on the manufacturing area. I have also worked as a researcher engineer, data scientist, teacher, and mentor.

Education

Universidad Distrital Francisco Jos茅 de Caldas
Bogot谩, Colombia

MSC. in Information and Communication Sciences with a Minor in Software Engineering
Aug. 2019 - Dec. 2022

  • Master by Research: MScR
  • Thesis name: "Classification of Transient Astronomical Events using Recurrent Neural Networks". Original name (in Spanish): "Clasificaci贸n de Eventos Astron贸micos Transitorios con Redes Neuronales Recurrentes"
  • Technologies used for the thesis: Python, Scikitlearn, Keras, Tensorflow, Pandas, Numpy, MLFlow, Git, LaTeX, DVC
  • Grade point average 3.87 out of 4.0

Software Engineering Specialization
Aug. 2017 - Jul. 2018

  • Thesis name: "Web Information System Prototype Applying Test Driven Development of the Occupational Health and Safety Management System in Manufacturing Companies: Case Study Munkys SAS". Original name (in Spanish): "Prototipo de Sistema de Informaci贸n Web Aplicando Desarrollo Guiado por Pruebas del Sistema de Gesti贸n de la Seguridad y Salud en el Trabajo en Empresas de Producci贸n: Caso de Estudio Munkys SAS"
  • Technologies used for the thesis: Java, JavaScript, PostgreSQL, Spring, Angular, Springboot, Mockito, Cucumber, Git, LaTeX
  • Grade point average 3.85 out of 4.0

Surveying & Geomatics Engineering Technology with a Minor in Computer Science
Aug. 2011 - Mar. 2017

  • Teaching assistant of the subject Databases
  • Thesis name: "Analysis of Soil Loss in the Middle and Upper Basins of the San Pedro River in Puerto Libertador, C贸rdoba; with the Purpose of Implementing Alternatives for Water Resource Conservation". Original name (in Spanish): "An谩lisis de la P茅rdida de Suelo en las Cuencas Media y Alta del R铆o San Pedro en Puerto Libertador, C贸rdoba; con Fines de Implementaci贸n de Alternativas para la Conservaci贸n del Recurso H铆drico"
  • Technologies used for the thesis: ArcGIS, Python, Pandas, ArcPy, LaTeX
  • Grade point average 3.63 out of 4.0

Speaker

Papers

Risk Automatic Prediction for Social Economy Companies using Camels WEA

DANiELA MARTiN鈥慥EGA, JOSEPH GALLEGO鈥慚EjIA, FABiO A GONZ脕LEZ 2022

  • Proposed a prediction model based on a machine learning approach using the random forest algorithm with historical data provided by each SEE.
  • Concatenated three consecutive periods of data.

Classification of Transient Astronomical Events using Recurrent Neural Networks VII Congreso Colombiano de Astronom铆a

DANiELA MARTiN鈥慥EGA, GERM脕N CHAPARRO, OCTAViO JOS脡 SALCEDO PARRA 2022

  • Presented a methodology for automatic classification of transient astronomical events using recurrent neural networks and training the model on real data.
  • Original name (in Spanish): Clasificaci贸n de Eventos Astron贸micos Transitorios con Redes Neuronales Recurrentes
  • This is the most important Congress in Colombia in the field of Astronomy and Astrophysics.

Risk Automatic Prediction for Social Economy Companies using Camels Springer CCIS

JOSEPH GALLEGO鈥慚EjIA, DANiELA MARTiN鈥慥EGA, FABiO A GONZ脕LEZ 2022

  • Proposed a prediction model based on a machine learning approach using the random forest algorithm with historical data provided by each SEE.
  • Concatenated three consecutive periods of data.

Certificaci贸n digital de documentos acad茅micos basada en la tecnolog铆a de blockchain TIA

STEVE MOSCOSO, DAViD F SU脕REZ, DANiELA MARTiN鈥慥EGA 2019

  • Described the main features of blockchain and how they could be used in various official document issuance processes, using academic documents as a use case.

An谩lisis multitemporal de la p茅rdida de la capacidad h铆drica a causa de los cambios generados en los suelos usando im谩genes Landsat: Estudio de caso C贸rdoba鈥慍olombia entre los a帽os 1985 y 2016 XVII Congreso de la Asociaci贸n Espa帽ola de Teledetecci贸n (AET)

DANiELA MARTiN VEGA et al. 2017

  • Quantified the loss of water capacity by obtaining and evaluating each of the elements of the Revised Universal Soil Loss Equation in the middle and upper basins of the San鈥慞edro river, which supplies water resources to the municipality of Puerto Libertador (C贸rdoba鈥慍olombia).

Posters

  • XVII Congreso de la Asociaci贸n Espa帽ola de Teledetecci贸n (AET) Murcia, Spain
    • AN脕LiSiS MULTiTEMPORAL DE LA P脡RDiDA DE LA CAPACiDAD H铆DRiCA A CAUSA DE LOS CAMBiOS GENERADOS EN LOS SUELOS USANDO iM脕GENES LANDSAT: ESTUDiO DE CASO C脫RDOBA鈥慍OLOMBiA ENTRE LOS A脩OS 1985 Y 2016
    • Oct. 2017
  • Lab Internet Inteligente. in English: Intelligent Internet Universidad Distrital
    • MEMBER 鈥 RESEARCHER Aug. 2019 鈥 Dec. 2022
      • Research group with classification A1 given by Minciencias. This is the highest category in which the Ministry of Science classifies research groups and laboratories.
  • Program Committee
    • 2021 鈥 2022 Speaker and Mentor, Universidad de Santiago de Chile 鈥 Innovation and Entrepreneurship Promotion Santiago, Chile
    • 2018 Mentor and Jury, Universidad de Concepci贸n 鈥 Entrepreneurship Program 鈥 GearBox Concepci贸n, Chile

Honors and medals

  • 2022
    • Full scholarship for the training program in Machine Learning and Data Science, Universidad Nacional de Colombia Bogot谩, Colombia
  • 2019 鈥 2022
    • Full scholarship for master鈥檚 studies (awarded due to the high academic performance), Universidad Distrital Francisco Jos茅 de Caldas Bogot谩, Colombia
  • 2017 鈥 2018
    • Half scholarship for specialization studies (awarded due to the high academic performance), Universidad Distrital Francisco Jos茅 de Caldas Bogot谩, Colombia
  • 2017
    • Top 8% in the graduation ceremony in geoinformatics (sixth place in graduation ceremony over seventy six), Universidad Distrital Francisco Jos茅 de Caldas Bogot谩, Colombia
  • 2016
    • Best Saber Pro in geoinformatics at national level, Similar to GRE in the U.S 鈥 ICFES 鈥 Colombian Higher Education Examination Bogot谩, Colombia
    • Selected by merit in the call for applications to be a monitor of the subject Databases, Universidad Distrital Francisco Jos茅 de Caldas Bogot谩, Colombia
  • 2012
    • Honorable mention and scholarship for having one of the ten highest grade point averages in the whole degree, Universidad Distrital Francisco Jos茅 de Caldas Bogot谩, Colombia
  • 2010
    • Best result in the national exam for high school of the whole school 鈥 ICFES, Colegio Nuevo Montessoriano Bogot谩, Colombia
    • Best student 鈥 11th grade (senior year), Colegio Nuevo Montessoriano Bogot谩, Colombia
    • Best student 鈥 10th grade, Colegio Nuevo Montessoriano Bogot谩, Colombia

Skills

Soft skills

Hard worker, good communicator, resilient, lifelong learner, honest, passionate about teaching, purposeful, motivational, leader, focused

Languages

  • Spanish (Native)
  • English (C1)
  • French (B2)

Programming

Python, Java, Javascript, Android, Matlab, LaTeX, R, .NET, C

Databases

PostgreSQL, MongoDB, MySQL, Microsoft Azure

Back-end

Spring framework, SpringBoot, FastAPI, Django, REST API

Front-end

React, Redux, HTML5, Javascript, Angular, AngularJs, CSS, SCSS

Visualization

Matplotlib, Plotly, seaborn, bokeh

DevOps

Docker, Jenkins, Git, JHipster

MLOps

MLFLow, DVC, Tensorflow, Pytorch, Keras, Scikitlearn, Pandas, Numpy, Turicreate

NLP

spacy, nltk, Gensim, fastText, Hugging Face, EmoLex

Cloud computing

Microsoft Azure, Heroku

GIS

ArcGIS, ArcPy, ArcObjects, ERDAS, QGIS, PostGIS

Work Experience

FULL鈥慡TACK SOFTWARE ENGiNEER, RESEARCHER AND DATA ANALYST

Munkys | Bogot谩, Colombia | Mar. 2017 - Currently

ASSiSTANT TEACHER OF MACHiNE LEARNiNG, NATURAL LANGUAGE PROCESSiNG (NLP) AND MACHiNE LEARNiNG OPERATiONS (MLOPS) COURSES

Universidad Nacional de Colombia | Bogot谩, Colombia | Jan. - Dec. 2022

TEACHER OF INTRODUCTiON TO PROGRAMMiNG AND DATA ANALYSiS iN PYTHON COURSES

Universidad Nacional de Colombia | Bogot谩, Colombia | Jan. - Oct. 2022

DATA SCiENTiST FOR THE TEACHER ASSESSMENT SYSTEM

Universidad Nacional de Colombia | Colombia | Aug. 2020 - Oct. 2020, Oct. 2021 - Feb. 2022

ASSiSTANT TEACHER OF NATURAL LANGUAGE PROCESSiNG (NLP) COURSE

Universidad Nacional de Colombia | Bogot谩, Colombia | Jun. - Sep. 2021

TEACHER iN THE MiSiON TIC 2022 PROGRAM

Universidad Nacional de Colombia | Bogot谩, Colombia | Sep. 2020 - Dic. 2020

GIS DEVELOPER AND MANAGER OF GEOGRAPHiC AND CARTOGRAPHiC PROJECTS

IGAC (Colombian Institute of Geography, Cadastre and Geodesy) | Bogot谩, Colombia | Mar 2016. - Jun. 2018

JUNiOR SOFTWARE DEVELOPER

Munkys | Bogot谩, Colombia | Feb. 2015 - Mar. 2017

TRAiNEE

SATOR - Grupo Argos | Medell铆n, Colombia | Jul. 2014 - Jan. 2015

Extracurricular Academic Activities

  • 2022 Universidad Nacional de Colombia, Big Data UNAL
  • 2022 Universidad Nacional de Colombia, Introduction to Machine Learning with Python UNAL
  • 2022 Universidad Nacional de Colombia, Data analysis and visualization with Python UNAL
  • 2020 DeepLearning.AI, Neural Networks and Deep Learning Coursera
  • 2020 University of Washington, Machine Learning Foundations: A Case Study Approach Coursera
  • 2018 Atlassian, Version Control with Git Coursera
  • 2018 Universidad Distrital Francisco Jos茅 de Caldas, Soft鈥慶omputing seminar 鈥 Machine Learning Universidad Distrital
  • 2014 鈥 2017Universidad Distrital Francisco Jos茅 de Caldas, French as Second Language (ESL) 鈥 Up to B2 level ILUD
  • 2015 IDB 鈥 Inter鈥慉merican Development Bank, Urbanization in Latin America edX
  • 2014 University of Maryland, Developing Innovative Ideas for New Companies:The First Step in Entrepreneurship Coursera
  • 2013 Cambridge University, FCE 鈥 B2 Cambridge University
  • 2011 鈥 2014Universidad Distrital Francisco Jos茅 de Caldas, English as Second Language (ESL) 鈥 Up to B2 level ILUD

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