Samyak Deshpande
Pune, IN.About
Work
Eagle Eye Networks
|SWE Intern
Highlights
Designed and developed an edge-based gun detection system from scratch to beta release, collaborating with cross-functional teams to transition from server-based to real-time edge video analytics, a first for the company.
Optimized deep learning models (YOLOv7/v8) through OpenVINO IR conversion and INT8 quantization, achieving 30% latency reduction and 91% throughput improvement (36.73 → 70.26 FPS).
Engineered an automated video processing pipeline integrating object tracking, preprocessing, and model inference using Intel DLStreamer.
Developed a Lua-based event streaming system, enabling low-latency transmission of gun detection and scene metadata from edge devices to the cloud, improving event processing efficiency.
OpenGenus
|Machine Learning Intern
Highlights
Contributed in ML projects, including predicting Customer Lifetime Value in Retail and identifying creditworthy borrowers.
Authored 14 articles on core machine learning topics, enhancing knowledge of Decision Boundary and Large Counts Condition.
Conducted research on Label Smoothing techniques and Interpretable ML approaches, resulting in invitation as co-author for upcoming technical publication.
Education
Indian Institute of Information Technology(IIIT), Pune
Bachelor of Technology
Computer Science and Engineering
Courses
Data Structures
Design and Analysis of Algorithms
Computer Networks
Database Systems
Skills
Languages
C, C++, Python, Lua, Bash, SQL, Javascript, HTML/CSS.
Frameworks
Node.js, Express.js, MongoDB, React,js, OpenVINO, GStreamer, Intel DLStreamer, Flask, Docker.
MOOCs
Machine Learning Specialization (Stanford University), Deep Learning Specialization (DeepLearning.ai).
Extra-curricular
Team Work, Time Management, Problem Solving, Effective Communication.
Projects
Event Trigger API
Summary
A FastAPI application that allows users to create and manage event triggers that fire based on specific conditions. Includes Testing support and password authentication.
ChronosAPI
Summary
Developed ChronosAPI, an event-triggering platform using FastAPI, Celery, Redis, Docker, and JWT authentication. It supports asynchronous processing, real-time trigger testing, and has full Swagger documentation.