Karen Bermudez
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Data scientist
Ecuador
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Jobs
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10% verified
Data Scientist Manager IAnheuser-Busch InBevOct 2022 - Current (2 years 9 months)- MData ScientistMaven Road Inc.Nov 2021 - Nov 2022 (1 year 1 month)
- AData Science and Machine Learning InternAdaViv Inc.Oct 2021 - Jan 2022 (4 months)
- Artificial Intelligence Engineer verified_user Verified experience public Remote experienceTelconet LatamJul 2021 - Nov 2021 (5 months)
- NDeveloper and PMNextGen S.A.Feb 2021 - May 2021 (4 months)- Work as developer for e-commerce using React – Django and management 3+ project related with ERP, CRM and integration of new modules for different companies. Work as developer for e-commerce using React - Django and management 3+ project related with ERP, CRM and integration of new modules for different companies.
- Research AssistantEscuela Superior Politécnica del LitoralSep 2020 - Feb 2021 (6 months)- Work as a research assistant, leading the project: The RAP system: automatic feedback of oral presentation skills using multimodal analysis and low-cost sensors. Researched and implemented machine learning models. Work as a research assistant for Professor Ph.D. Federico Dominguez for one semester, leading the project: The RAP system: au tomatic feedback of oral presentation skills using multimodal analysis and low-cost sensors. Researched and implemented machine learning models to improve accuracy of the project.
- Quality Assurance Engineerioet Inc.Sep 2020 - Mar 2021 (7 months)- Creation of unit and integration test to improve the quality of code and robustness, using Python and ReactJS - Interation with other teams like developers (Everything in English)
- FTTx and IT internHuawei TechnologiesJan 2020 - May 2020 (5 months)- Managment of hardware and software instalaltion projects in the IT and FTTx area.
- Teaching AssistantEscuela Superior Politécnica del LitoralOct 2017 - Feb 2021 (3 years 5 months)- Work as a teacher assistant for seven semesters in courses like Programming Fundamentals (with Python), System of Database, Software Design, Human Computer Interation and Artificial Intelligence . Helped students with their difficulties. Work as a teacher assistant for seven semesters in courses like Programming Fundamentals (with Python), System of Database, Software Design, Human Computer Interation and Artificial Intelligence. Helped students with their difficulties in understanding the course core concepts and design workshops.
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Education
verified_user
25% verified
- Deploying Machine Learning Models I’m ProductionDeeplearning.ai, CourseraJul 2021 - Oct 2021 (4 months)
- Python for Data Science and AICoursera, IBMJun 2021 - Aug 2021 (3 months)
- Improving Deep Neural Networks: Hyperparameter tuning, Regularization and OptimizationCourseraFeb 2020 - Jun 2020 (5 months)
- Graduate Computer Science verified_user Verified experienceEscuela Superior Politécnica del LitoralOct 2016 - Current (8 years 9 months)
Projects
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50% verified
- MRecognition and Classification of inorganic waste using AI verified_user Verified experienceMunicipio de GuayaquilApr 2020 - Sep 2020 (6 months)- Recognition and classification of inorganic waste as plastic, glass, metal and paper using Convolutional Neural Networks to help Guayaquil Municipality, Ecuador to automate the process of recycle.
- BTimes series prediction: shrimpsBioDymanic S.A.Oct 2019 - Mar 2020 (6 months)- - Performed Multivariate Time Series Analysis and Benchmarking of regression models (Decision Tree, SVM, LSTM) to predict the amount of food to be supplied in a shrimp pool and reduce its waste.
- TIdentifying affected and non-affected zones after a natural disasterT.I.A. S.A.May 2019 - Mar 2020 (11 months)- Using Retail Store transactions to implemented geospatial analysis to propose transaction metrics and constructed affected and non-affected zones after an earthquake.
- IEEE Xtreme verified_user Verified experienceIEEE
Awards
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25% verified
- NWomen in Machine Learning Student Scholarship AwardNeurIPSNov 2020 - Dec 2020 (2 months)
- AGrace Hopper Conference Student ScholarshipAnitab.orgSep 2020 - Oct 2020 (2 months)
- KKDD Student AwardKDDAug 2020- Only two students maximum per university were selected.
- Nutanix Hybrib Cloud Nanodegree Student Scholarship Award verified_user Verified experienceNutanix, UdacityAug 2020 - Feb 2021 (7 months)
Publications
verified_user
34% verified
- TWind Turbine Main Bearing Failure Prediction using a Hybrid Neural NetworkThe TU Delft Wind Energy InstituteJan 2021 - Mar 2022 (1 year 3 months)- Create a hybrid neural network and test it In this work, it is proposed a hybrid neural network for main bearing failure prognosis. This network consists of a two-dimensional convolutional neural network (to extract spatial-temporal characteristics from the data) sequentially connected with a long short-term memory network (to learn sequence patterns) to predict the slow-speed shaft temperature (the closest temperature to the main bearing). The mean square error between its real measurement and its prediction gives a failure indicator. When it is greater than a defined threshold, then an alarm is triggered and gives the maintenance staff time to check the component.
- GLaying the Foundations for a Digital Literacy Program in the Galapagos IslandsIEEE, GHTC 2020Nov 2020
- IQuantifying the impact of natural disaster on retail stores’ customer behavior: the case of Ecuador verified_user Verified experienceICEDEG 2020Apr 2020