Jhon James Granada Torres
Faculty Member at Universidad de Antioquía- Claim this Profile
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Portugués Elementary proficiency
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Bio
Credentials
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Data Science on Google Cloud Platform: Architecting Solutions
LinkedInMar, 2022- Oct, 2024 -
Data Science on Google Cloud Platform: Designing Data Warehouses
LinkedInMar, 2022- Oct, 2024 -
Data Science on Google Cloud Platform: Predictive Analytics
LinkedInMar, 2022- Oct, 2024 -
Google Cloud Platform for Machine Learning Essential Training
LinkedInMar, 2022- Oct, 2024 -
Data Science on Google Cloud Platform: Exploratory Data Analytics
LinkedInFeb, 2022- Oct, 2024 -
Deep Learning Foundations: Natural Language Processing with TensorFlow
LinkedInFeb, 2022- Oct, 2024 -
Google Cloud Foundations
LinkedInFeb, 2022- Oct, 2024 -
Learning Git and GitHub
LinkedInFeb, 2022- Oct, 2024 -
Using SQL with Python
LinkedInFeb, 2022- Oct, 2024 -
Agile Foundations
LinkedInJan, 2022- Oct, 2024 -
Applied Machine Learning: Algorithms
LinkedInJan, 2022- Oct, 2024 -
Applied Machine Learning: Foundations
LinkedInJan, 2022- Oct, 2024 -
Deep Learning: Getting Started
LinkedInJan, 2022- Oct, 2024 -
Machine Learning and AI Foundations: Recommendations
LinkedInJan, 2022- Oct, 2024 -
Neural Networks and Convolutional Neural Networks Essential Training
LinkedInJan, 2022- Oct, 2024 -
Python Functions for Data Science
LinkedInJan, 2022- Oct, 2024 -
Statistics Foundations: Probability
LinkedInJan, 2022- Oct, 2024 -
A Day In The Life of a Data Scientist
LinkedInDec, 2021- Oct, 2024 -
Fundamentos de Base de datos
CrehanaDec, 2021- Oct, 2024 -
Machine Learning with Python: Foundations
LinkedInDec, 2021- Oct, 2024 -
Mistakes to Avoid in Machine Learning
LinkedInDec, 2021- Oct, 2024 -
Python para Ciencia de Datos - Machine Learning con Python
UdemyDec, 2021- Oct, 2024 -
Statistics Foundations: The Basics
LinkedInDec, 2021- Oct, 2024 -
Analítica predictiva y modelos de regresión en Python
CrehanaNov, 2021- Oct, 2024 -
Análisis de data con Tableau y Excel
CrehanaNov, 2021- Oct, 2024
Experience
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Universidad de Antioquia
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Colombia
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Higher Education
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700 & Above Employee
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Faculty Member
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Aug 2017 - Present
Main Activities: - Administrative: Academic Coordinator of the program of Telecommunications Engineering- Teaching: in bachelor, master and doctorate programs- Research: design and execution of projects related to machine learning, digital signal processing and telecommunications, described below:Main Projects:- Researcher in a funded project (May 2022 - Current Date)-> Graphene detection in microscope images--> Digital image processing and Machine Learning techniques to detect number of layers of graphene in microscope images- Founder & Coordinator of Hotbed in Applied Research (October 2018 - Current Date)-> Complementary training to bachelor students in topics such as photonics, digital signal processing and artificial intelligence to develop simulation in Python, VPIphotonics Design Suite™ and Matlab™ - Researcher in a funded project (July 2019 - July 2022)-> High-Capacity Optical Prototype for User Services--> Implementation of clustering techniques (unsupervised learning) to demodulate PAM signals- Advisor of a Bachelor Project (April 2019 - November 2019)-> Digital image processing and machine learning algorithms to detect acute myeloid leukemia from microscope images- Advisor of a Master Project (February 2020 - February 2022)-> “Machine Learning Algorithms for Error Minimization and Distortion Characterization in Nyquist-WDM Systems”- Advisor of interns in several companies (August 2017 - September 2021)-> Advisor of +15 interns in companies such Bancolombia, SURA, Accenture, TUYA S.A., Huawei, among others, working in projects related to data analytics and machine learning- Researcher in a funded project (March 2020 - January 2021)-> Design and Simulation of a Radio-over-Fiber System including Machine Learning-based Demodulation- Advisor of a Bachelor Project (April 2019 - November 2019)-> Machine learning algorithms to reduce system impairments in optical communications_______
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Researcher
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Feb 2013 - Jul 2017
Main Activities:- Design and implementation of machine learning and DSP techniques to mitigate channel impairments in optical communications- Support to undergraduate and master students’ projectsMain Projects:- Principal researcher of a doctoral project (March 2013 - June 2017)Design and execution of the doctoral thesis “minimization of interchannel interference effects in Nyquist-WDM systems” funded by a Colombian government grant- Visiting Research Scholar at the Georgia Institute of Technology (Atlanta-USA) (March 2016 - November 2016)Development of machine learning techniques enabling time-varying impairment mitigation in optical communication systems- Advisor of a Bachelor Project (April 2015 - October 2016)“Linear and nonlinear mitigation of interchannel interference effects using equalization based on the backpropagation algorithm”- Visiting Research Scholar at the research center CPQD (Campinas - Brazil) (November 2014 - January 2015)Characterization of interchannel interference effects in Nyquist-WDM systems and carry out demodulation using machine learning__________________________________________________________________________________________________________
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Georgia Institute of Technology
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United States
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Higher Education
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700 & Above Employee
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Visiting Research Scholar
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Mar 2016 - Nov 2016
He worked within the Terabit Optical Networking group, exploring methods to combat impairments by using Digital Signal Processing and Machine Learning techniques in high speed wavelength division multiplexing optical networks. He worked within the Terabit Optical Networking group, exploring methods to combat impairments by using Digital Signal Processing and Machine Learning techniques in high speed wavelength division multiplexing optical networks.
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CPQD
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Brazil
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IT Services and IT Consulting
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700 & Above Employee
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Visiting Researcher
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Nov 2014 - Jan 2015
Activities: "Characterization of interchannel interference effects in a Nyquist-WDM system". Activities: "Characterization of interchannel interference effects in a Nyquist-WDM system".
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Universidad Nacional de Colombia
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Colombia
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Higher Education
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700 & Above Employee
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Technical Auditor - Coordinador Técnico de Interventoría
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Aug 2012 - Feb 2013
Lead the technical supervision of the “National Project of Optical Fiber” in Antioquia, Caldas, and Risaralda, including surveillance of the correct deployment of optical fiber networks and checking of service operation by technical and metric testing according to telecommunications standards and regulationsPrestación de servicios profesionales en ingeniería electrónica para realizar la coordinación técnica de interventoría propia de la instalación y puesta en servicio de la infraestructura de telecomunicaciones en los departamentos de Antioquia, Caldas, Risaralda, en desarrollo del proyecto nacional de fibra óptica del ministerio de TIC's.
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Researcher
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Jul 2010 - Jul 2012
CMUN Research Group. Main Activities: -Design and simulation of optical communications systems in the Software VPIphotonics Design Suite™- Development of techniques based on digital signal processing to monitor optical fiber impairments- Lecturer in the Digital Electronics course (programming in Verilog Software)Main Project:- Lead the project “Chromatic dispersion monitoring in a Radio-over-Fiber system based on digital signal processing”, funded by the School of Engineering
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Education
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2013 - 2017
Universidad de Antioquía
Ph.D. in Electronics Engineering, Electronics & Computer Science -
2010 - 2012
Universidad Nacional de Colombia
Magister en Telecomunicaciones, Telecommunications Engineering -
2004 - 2009
Universidad Nacional de Colombia
Bachelor of Engineering - BE, Electrical, Electronics and Communications Engineering
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