Aishwarya Malgonde Email & Phone Number

San Diego, California, United States

United States

We conducted an extensive evaluation of small language models for their effectiveness in extracting entities and relations to generate knowledge graphs from text corpora. Our assessment included models like Phi-2/3 by Microsoft and Gemma by Google, with a particular focus on various prompting techniques. The primary objective was to compare their.

Mumbai

Automated claims assessment using AI for automotive and travel insurance industryCar Insurance - Processed ~5 Million images for multiple deep learning tasks1. Trained, tested and integrated an ensemble of instance segmentation (MaskRCNN), semantic segmentation (UNET) and object detection (SSD) models, for damages (>90% accuracy) and part detections (>97%.

Mumbai Area, India

Provided API as a Service for customers in FMCG, Finance and Oil & Gas Industries1. Trained object detection models to solve customer requests like logo detection, invoice digitization, implantsdetection, person counter, text extraction, pipeline leakage detection and rust detection2. Programmed the business domain workflow in flask rest-apis and hosted.

Mumbai Area, India

‘GynaeCam’ - A low-cost cervical cancer screening device with ML aided clinical workflow1. Built object detection (80 mAP) and image classification (75% accuracy) models using TensorFlow and Keras APIs, to localize cervix and classify it into stage 1 versus stage 2 of cervical pre-cancer respectively2. Optimized the models using TensorFlow Lite for.

Munich Area, Germany

Collaborated with City of Hamburg to develop a software based solution to get real-time information on construction sites in the city to manage the traffic flow effectively. Built a Construction Site Detector model on Keras and Tensorflow in Python. Built a pipeline to send live images and location of the detected construction site.

Mumbai Area, India

PwC Deals & Innovation Technology - Worked on over 30 deals were we helped the clients make acquisition, divestiture, or strategic alliance by providing a unique combination of financial, commercial and operational insight. We are delivering unparalleled knowledge which is highly valued in the market today.

Mumbai Area, India

Worked for clients in financial services sector and worked on projects involving anomaly detection, customer experience and model validation.Applied techniques like bayesian networks, isolation forest and page rank. Created a package in R to run dynamic bayesian networks.

Mumbai Area, India

I was nominated from 351 applicants based on strong peer review, all-round skills and accountability.During my tenure I have mentored a batch of 10 freshmen in their academic and extracurricular endeavours.

Calgary, Canada Area

Work acknowledged in the research paper: 'Variable speed limit: A microscopic analysis in a connected vehicle environment'Publication Link - http://www.sciencedirect.com/science/article/pii/S0968090X15002648Scholarship: Received the prestigious MITACS Globalink Scholarship for carrying out research in Intelligent Transportation.

Mumbai Area, India

Impact: 1. Co-authored a research paper, Sreekumar, M., Malgonde, A., and Mathew, T., ‘Numericalexperiments on a continuum traffic flow model to demonstrate the (in)appropriateness of fluxfunctions’ and presented at Conference of Transportation Research Group of India, 20152. Co-authored a research paper, Sreekumar, M., Malgonde, A., and Mathew, T. V..

Master'S Degree, Computer Science

Courses: Advanced NLP, Distributed and Operating Systems, Reinforcement Learning, Algorithms for Data Science, Systems for Data Science.

Bachelor’S Degree, Engineering

Activities and Societies: Research, Dance and Athletics3 Publications