I'm a seasoned Full Stack ML engineer with a strong background in both data and software, holding a Master's degree in Computer Science from NC State University. My professional journey is driven by a passion for innovation and problem-solving, particularly within the realms of Data Science, Software Development, and DevOps.
Jan 2023 - May 2024
Developed and deployed deep learning models for precise image
segmentation of citrus fruit. Achieved a state-of-the-art mIOU
of 0.82 using a Transformer-based Segformer architecture,
enabling accurate seed counting (MSE: 1.96) and boosting
productivity. Additionally, designed an EfficientNet-LinkNet
model in TensorFlow, reaching a mIOU of 0.79 while reducing
segmentation time by 75% (from 10 minutes to 3 seconds).
Extracted valuable features from audio logs using Whisper AI
and NLTK's POS tagging, enabling deeper data insights and
interpretations. Led the development of a data pipeline
integrating Fieldbook app data into the Breedbase database.
Leveraged Whisper AI for accurate transcription and the Gemma
model for efficient data extraction with an accuracy of 75%,
ensuring seamless data flow for analysis and informed
decision-making.
Curated a comprehensive dataset of 750 segmented citrus
fruits, facilitating in-depth research on various varieties.
Established a robust data pipeline using Weights and Biases
for efficient image preprocessing and model generation across
diverse datasets. Implemented rigorous evaluation methods to
select the optimal model for inference, maximizing overall
performance.
Feb 2022 - May 2022
Identified and implemented 2 new KPIs for article revenue
monitoring through author-specific data analysis, leading to
improved understanding of publisher dynamics.
Led a comprehensive usability test with 50 users, extracting
over 25 actionable insights that shaped future development
strategies.
Conceptualized, designed, and implemented 3 innovative product
features that aligned with market demands and directly
enhanced the overall product value proposition.
Streamlined interdepartmental collaboration by crafting a
meticulous Product Requirement Document (PRD). This
facilitated seamless coordination and synergy across teams,
boosting productivity and innovation.
Oct 2021 - Feb 2022
Crafted a robust MERN stack solution for a medical e-commerce
platform, facilitating secure transactions for the purchase
and sale of essential medical supplies. Strengthened security
measures through implementation of rigorous authentication
protocols and seamless integration with Razorpay for secure
payment processing.
Engineered inventory management functionalities alongside
automated reminder systems, ensuring timely notifications for
low stock or refill requirements to both customers and
pharmacists. Resulted in heightened sales figures and elevated
levels of customer contentment.
Jun 2020 - Jul 2020
Conducted detailed analysis of life and health insurance
sector in India, resulting in identification of key market
trends and opportunities for growth. Findings were used to
create a social media post that gained 10% above average
interactions.
Built an Invoice Data Extractor using Tesseract OCR, reducing
processing time by 60% and improving accuracy by 80%.
Jan 2020 - Jul 2021
Developed a real-time dashboard using React that enabled
stakeholders to monitor power consumption in real time,
identify trends, and optimize energy usage.
This project reduced the mean absolute error (MAE) to under 5%
from 10%, satisfying government mandates and avoiding fines of
INR 0.5 per unit of electricity deviation.
Mar 2019 - May 2020
Developed a highly accurate weather prediction model using GRU
and Tensorflow, achieving a significant increase in accuracy
from 60% to 80%.
Implemented a continuous data pipeline with Airflow to extract
data from an FTP site, preprocess it, and serve the best
available model on the Google Cloud Platform.
Aug 2022 - May 2024
Jul 2018 - May 2022
Unlock your online potential with web development services tailored to your needs. From stunning designs to seamless functionality, I specialize in crafting websites that captivate audiences. Let's collaborate to bring your digital vision to life!
Maximize your data's potential with cutting-edge machine learning solutions. From predictive analytics to personalized recommendations, I offer tailored services to drive innovation and efficiency. Let's harness the power of AI to elevate your business to new heights!
Transform your development and IT processes with top-tier DevOps services. From automation to continuous integration, I specialize in optimizing workflows for efficiency and scalability. Let's revolutionize your infrastructure and propel your business forward with DevOps expertise!