Careers
Data Science Consultant
Adastra
Full time contract03/2022 - 02/2023
- Detected and designed Data Science and AI solutions to address client's needs and deployed models in the production level.
- Designed a MLOps cycle for client's IT department, deployed NLP model as the web app using container registry in Azure cloud platform, configured pipelines for data preprocessing, and updated Power BI dashboards.
- Coded a Python model to predict future job landings of Adastra employees.
- Implemented a Power BI visualization report based on the prediction analytics.
- Implemented a Python model as a service to classify images and certain types of forms, using REST APIs and Azure SDKs. Performed coding for preprocessing the data.
Data Science Intern
Ciena
Full time contract06/2020 - 12/2021
- Forecasted time series with ML and DL models, e.g., MLP, LSTM, N-Beats, and naïve,
- Incorporated a platform to generate the data windows with Python,
- Implemented N-Beats model from scratch, with TensorFlow, Python,
- Designed a training pipeline to increase the forecasting speed
- Built predictive models using various ML tools to predict the optical lightpath performance, Implemented uncertainty for the forecasters,
- Implemented an innovative way of transfer learning method to alter the weights of the algorithm and defined the uncertainty for the optimized MLP model,
- Introduced confidence intervals to MLP model using approximation to Bayesian probabilistic, and Quantile regression (one conference paper and one published journal paper)
Collections
Assessment badge
Completed assessment
04/24/2023
Skills
PythonMachine learningStatistical AnalysisProblem solverML algorithmsSupervised LearningTensorFlowUser research understandingCommunicationData visualization
ExperienceMid-level1-3 years
Hourly rate$50/hr
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