Hi, I’m
SAI PRANEETH ALLABOINA
Machine Learning Engineer
Santa Clara,CA
It is never too late to be what you might have been.
George Eliot
Summary
Sophisticated Machine Learning Engineer with background in independent research using intuitive, web-based architecture. Skilled in python with documented history of discovering methods to intelligently use data to enhance user experience. Effectively researches techniques for novel approaches to problems, develops prototypes to assess viability of approach and deploys application into production yielding insights to expand customer-consciousness.
Overview
5
years of professional experience
1
Certification
Work History
iCreditWorksIselin, NJ
AI Engineer
04.2024 - Current
Job overview
- Designed and implemented an end-to-end Retrieval-Augmented Generation (RAG) pipeline for an AI chatbot, integrating internal documentation with AWS Bedrock and Milvus for efficient knowledge retrieval, achieving 95% query resolution rates in production.
- Developed machine learning models for customer segmentation and fraud detection in Snowflake, enabling better targeted marketing, user profiling and actionable insights for the finance team.
- Automated workflows for financial reporting and partner integrations using Airflow, including ACH file reconciliation and PGP encryption for secure SFTP uploads.
- Enhanced the chatbot with APIs for multi-language support, KPI tracking, and automated error handling, increasing production usage by 20% and improving operational efficiency.
- Upgraded Airflow pipelines to the latest version, increasing productivity and reducing DAG failure rates by 80%, while streamlining CI/CD pipelines in Jenkins for ML model deployments.
- Compiled, cleaned and manipulated data for proper handling.
- Analyzed large datasets to identify trends and patterns in customer behaviors.
- Contributed to open-source AI projects as a way to stay current with industry advancements and give back to the community.
- Collaborated with data scientists to integrate AI solutions into broader analytics projects, enhancing overall results.
NovamiteLos Angeles, CA
Machine Learning Engineer
02.2023 - Current
Job overview
- Automated data retrieval of h5 files from NASA website for various satellite names, date ranges, resolutions, and coordinates using Python and the requests library.
- Preprocessed and stored retrieved data efficiently in AWS S3 buckets using the boto3 library.
- Developed and deployed a website on AWS to enable remote access to the collected data using Flask and React.
- Created a machine learning model that utilizes Euclidean distance to determine the bounding coordinates of satellite images using NumPy and SciPy.
- Mapped the surroundings based on user-defined regions of interest using OpenCV and the Python Imaging Library (PIL).
- Engineered a U-Net model with a ResNet-50 backbone, pre-trained on 3km image data using PyTorch and the torchvision library.
- Applied the model to project 9km image data, improving image resolution and quality.
University of Southern California, USCLos Angeles, CA
Teaching Assistant
2021.08 - 2022.12 (1 year & 4 months)
Job overview
- Assisted in development of educational materials for Linear Systems and Advanced Machine Learning courses, including quizzes, and assignments.
- Assisted with day-to-day operations, working efficiently and productively with all team members.
- Instructed wide range of topics, from linear time-invariant systems to advanced concepts like Convolution, Fourier series and transform, Laplace transform, supervised and unsupervised learning, domain adaptation, and transfer learning as well as neural networks for nonlinear regression, classification, and reinforcement learning, including back-propagation learning for multi-layer perceptrons, convolutional and recurrent networks.
- Contributed to curriculum enhancement by proposing new topics for future lectures to further enrich learning experience.
- Applied effective time management techniques to meet tight deadlines.
- Proven ability to develop and implement creative solutions to complex problems.
- Identified issues, analyzed information and provided solutions to problems.
- Provided professional services and support in a dynamic work environment.
AccentureHyderabad, India
Application Development Associate
10.2019 - 10.2020
Job overview
- Engineered streamlined data pipeline to consolidate sensitive revenue information from diverse sources into Azure data lake.
- Automated data quality checks and extracted valuable insights from it using Python and SQL on millions of records of data.
- Scheduled the automation jobs on Jenkins.
- Utilized Azure Synapse Analytics and Power BI to visualize and analyze data.
- Managed the entire life-cycle of purchase order (PO) incidents using BizTalk Server.
- Migrated PO incident management process from BizTalk Server to Azure Logic Apps.
- Maintained and built VMs and containers through Azure and Kubernetes Services.
Education
University of Southern CaliforniaLos Angeles, CA
Master of Science from Machine Learning and Data Science
01.2021 - 2022.12
University Overview
- Excelled in Machine Learning, Linear Algebra, Probability and Statistics Course work
- Member of Trojan Archery University team
- Completed professional development in operations management
Jawaharlal Nehru Technological UniversityHyderabad, India
Bachelor of Technology from Electronics and Communication Engineering
08.2015 - 2019.05
University Overview
- Research Paper: Traffic Sign Detection using Region-Based Convolutional Neural Networks published 23 rd International Conference on Image Processing, Computer Vision, and Pattern Recognition (IPCV 2019)
- Elected Captain of University Basketball Team
- Member of Digital Signal Processing team
- Elected Captain of National level University Netball team
- Member of State level University Table tennis team
Skills
Data Modeling
undefinedCertification
Microsoft Certified: Azure Fundamentals
Availability
See my work availability
Not Available
Available
monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Timeline
AI Engineer
iCreditWorks
04.2024 - Current
Machine Learning Engineer
Novamite
02.2023 - Current
Teaching Assistant
University of Southern California, USC
2021.08 - 2022.12 (1 year & 4 months)
University of Southern California
Master of Science from Machine Learning and Data Science
01.2021 - 2022.12
Microsoft Certified: Azure Fundamentals
05-2020
Application Development Associate
Accenture
10.2019 - 10.2020
Jawaharlal Nehru Technological University
Bachelor of Technology from Electronics and Communication Engineering
08.2015 - 2019.05
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