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Riya Parte

Riya Parte

Machine Learning Engineer

Talent
Amherst, AmherstMember since April 1, 2023
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About

Skilled Machine Learning Engineer and aspiring Data Scientist with experience in Predictive Modeling and Data Analysis. Passionate about solving real-world problems using data.

Experience

Machine Learning Engineer, Mechademy Incorporated

● Built various Time-Series models like ARMA, ARIMA, SARIMA to forecast machine performance and performed anomaly detection using methods like seasonal-trend decomposition.

● Applied stacking to improve accuracy for equipment performance models for turbomachinery.

● Developed an ETL pipeline to perform density-based down-sampling for efficient storage of historical data in MongoDB.

● Maintained, optimized and added new features to existing data pipelines.

● Developed data pipeline to automate the process of data preprocessing.

● Performed Exploratory Data Analysis and feature analysis of complex historical turbomachinery data to generate significant insights.

● Implemented Machine Learning models like XGBoost, LightGBM, Deep Learning models to predict the machine performance of various industrial equipment.

● Researched various Deep Learning techniques like Restricted Boltzmann Machines, Deep Belief Networks, and transfer learning approaches to predict the Remaining Useful Life of rotating equipment.

 

Education

Masters Of Science in Computer Science, University Of Massachusetts Amherst

GPA: 3.9/4

Coursework: Machine Learning, Systems for Data Science, Business Intelligence and Analytics, Advanced NLP, Statistics, Intelligent Visual Computing

Bachelors of Engineering in Computer Engineering, University Of Mumbai

CGPA: 9.43/10

Coursework: Machine Learning, Database Management System, Artificial Intelligence and Soft Computing, Big Data and Analytics, Cloud Computing, Data Structures, Advanced Algorithms

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