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Mansi P Shah
Software Development Engineer at Amazon Web Services (AWS)
About
Mansi P Shah is a dedicated Software Development Engineer at Amazon Web Services (AWS) with a passion for learning, hard work, and analytical thinking. She is an optimistic team player who aspires to contribute to society through her work. Currently a Research Intern at ISRO, Mansi has been working on a Hybrid Recommender System for Satellite Data Products using Python, Statistics, and Machine Learning concepts. Her work involves disseminating around 200 types of data products to researchers and academicians through online data ordering systems. She has found similarities between products by combining similarity between features of products, example Satellite, Payload, Parameter, Domain, Level of Processing, etc. for Content-Based Filtering. She has also found similarities between products by comparing the ordering pattern of users for Collaborative filtering. Her work includes predicting the rating given by the user to a product considering ratings given by the user to similar products. She has hybridized methods to get optimum results using weighted average, switching, cascading, feature augmentation. Her work has resulted in a Mean Absolute Error of 0.5 for ratings in the range of 0-5, with other evaluation metrics like Diversity, Coverage, Recall, and Precision. She has also read research papers to learn about and implement new methods. Mansi has previously worked as a Mentor at Robotics and Coding Academy, University of Southern California, where she taught 4th and 5th grade students to code in C language and build robots through interactive sessions and hands-on experience. She has also worked as an SDE Intern at Amazon, where she created a platform to run simulations of changes to algorithms in the warehouse to evaluate how these changes will affect performance. She filtered current inventory picture data, having around 275 million items by warehouse, and copied it to another DynamoDB by making Data Pipeline, EMR, Hive Copy Activity, VPC, etc., using Java SDK. She saved inventory movement messages from the current to the end date in DynamoDB, after polling SQS message queue that has subscribed to SNS topic generating messages, deserializing message and filtering messages by warehouse. To run the simulation, messages can be replayed for each algorithm. She calculated metrics zero in prime and the number of movements from reserve to prime. She coordinated with the manager, mentor, and buddy for understanding requirements, designing the system, and selecting approaches for implementation. She interacted with the team for code review and presented the project to 30 people of the team. M
Education Overview
• university of southern california
• dharmsinh desai university
• anandalaya education society anand
• vrajbhoomi international school anand
• bhartiya vidya bhavan nadiad
Companies Overview
• amazon
• university of southern california
• robotics and coding academy university of southern california
• isro
Experience Overview
3.1 Years
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Experience
Software Development Engineer, Amazon Deployment Engine
amazon | Seattle, Washington, United States
2021 - 2021
Mentor
robotics and coding academy university of southern california | Greater Los Angeles Area
2019 - 2020
Skills
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Algorithms
Amazon Dynamodb
Amazon Elastic MapReduce (EMR)
Amazon S3
Amazon Simple Notification Service (SNS)
Amazon SQS
Amazon VPC
Amazon Web Services (AWS)
Android
AngularJS
Apache Spark
Application Programming Interfaces
ASP.NET
AWS Command Line Interface (CLI)
AWS Elastic Beanstalk
C
C#
Data Mining
Data Pipelines
Data Structures
Databases
Entity Framework
Firebase
Front-end Development
Full-Stack Development
GIT
Git
Hive
HTML
Integration
Java
javascript
JavaServer Pages (JSP)
JSON
Language Integrated Query (LINQ)
Linux
MapReduce
Matlab
Multithreading
MySQL
Node.js
Object-Oriented Programming (OOP)
Operating Systems
Oracle Database
PHP
Python
Python (Programming Language)
React.js
Scala
Software Development
Software Engineer
Software Project Management
Spring Framework
SQL
systems engineering
test
testing
Web
Web Services
Contact Details
Email (Verified)
manXXXXXXXXXXXduMobile Number
+91XXXXXXXXXXEducation
university of southern california
Master of Science - MS
2019 - 2021
dharmsinh desai university
Bachelor's degree
2015 - 2019
anandalaya education society anand
Higher Secondary
2013 - 2015
vrajbhoomi international school anand
Primary and Secondary Education
2005 - 2013
bhartiya vidya bhavan nadiad
2001 - 2005
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