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Aishwarya Jauhari Sharma

@aishwaryajauharishar

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Machine Learning Engineer at Fraunhofer FHR who deployed a radar target detection API, reducing manual review by 22%.

Germany

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What I'm looking for

I’m focused on growing in LLM engineering, with hands-on projects in RAG and agents.

At Fraunhofer FHR, I built an automatic target detection system for radar images, taking deep learning models from training through to a tested API service and reducing manual review effort by 22%.

I also turned research into prototypes for detecting changes in sensor data over time. I benchmarked four deep learning approaches against classical baselines and moved the best-performing model into production.

At eBay, I built models to predict user drop-off from 2M+ user sessions and translated the findings into product changes with cross-functional teams, lifting lead conversions by around 12%. I also designed A/B tests and built SQL tables for daily marketing reports.

My recent projects include DocTract, a RAG pipeline for PDF question answering using pgvector and a local Mistral 7B, and an MLOps pipeline for day-ahead electricity price forecasting. I’m now focused on growing in LLM engineering, with hands-on projects in RAG and agents.

Experience

Work history, roles, and key accomplishments

Machine Learning Engineer

Fraunhofer FHR

Aug 2022 - Aug 2024 (2 years)

Built an automatic target detection system for radar images end to end, from training deep learning models to deploying as a tested API service, cutting manual review effort by 22%. Turned research into production prototypes and presented results at international conferences.

Deep Learning Computer Vision Model Deployment API Development Data Pipelines Gan Benchmarking PyTorch fastAPI Docker CI CD MLFlow

Data Analyst (Working student)

eBay

Nov 2020 - Jun 2022 (1 year 7 months)

Built ML models to predict user drop-off from 2M+ user sessions and turned findings into product changes, lifting lead conversions by ~12%. Designed and analysed A/B tests and built SQL tables for daily marketing reports.

Machine Learning A B Testing SQL Data Analysis Product Analytics Python Pandas NumPy

Software Engineer

Accenture

Nov 2016 - Dec 2018 (2 years 1 month)

Developed and maintained SAP ABAP applications for retail clients, from specification to production release. Resolved production incidents and support tickets within SLA and worked with client stakeholders on requirements and testing.

SAP ABAP Software Development Incident Management Requirements Analysis User Acceptance Testing

Education

Degrees, certifications, and relevant coursework

Otto-von-Guericke University

M.Sc., Digital Engineering

2019 - 2022

Pursued a Master of Science in Digital Engineering with coursework in ML & Data Science, Deep Learning, Business Analytics, and Databases. Thesis focused on deep learning-based methods to assess body composition in abdominal CT imaging.

Visvesvaraya Technological University

B.E., Instrumentation Technology

2012 - 2016

Earned a Bachelor of Engineering in Instrumentation Technology with coursework in Microprocessors, Embedded Systems, Neural Networks, and Signal Processing.