Sunny Soni
I build machine-learning and AI systems, and I care about the part that usually gets left out: getting them to actually run somewhere real. On tiny edge hardware. Inside an app that keeps your data on your own machine. Against a game opponent that fights back.
Bengaluru, India. Open to roles across AI, ML and software engineering.
A quick look before you scroll.
Every project and the internship, one card each — open any of them straight from here.
Featured
Open Brain Tumor Segmentation on the Edge
Getting a multimodal-MRI tumour segmentation model to run on a 5-watt NVIDIA Jetson Nano, without losing the accuracy that makes it worth using.
Featured
Open Legal Chatbot
AI-powered legal assistance and a virtual courtroom for Indian practice, built as an agentic RAG system: retrieval and grounding before the model ever answers.
Project
Open Reinforcement Learning, Pong
Two DQN agents for Atari Pong, a plain baseline and a tuned version, built to show which change actually makes an agent learn.
Project
Open Speech Restoration & Enhancement
A comparison of two classic noise-reduction methods, spectral subtraction and Wiener filtering, that starts from a failure and works out why one breaks where the other holds.
Experience
Open AI Intern
Early-stage perception and autonomy-stack prototyping for a Personal Rapid Transit (PRT) platform: data collection through to edge deployment, worked end to end and largely solo.
Engineer. Builder. Problem Solver.
I'm a B.Tech student in Digital Transformation at Atria University, Bengaluru. I build machine-learning and AI systems, and I like the part most projects skip: getting the thing to actually run somewhere real, whether that is a tiny edge board, a privacy-first app, or a game opponent that fights back.
My interests are agentic AI, robotics and embedded intelligence, and how you tell whether an applied ML system holds up outside its benchmark. I'm looking for research and ML internships, and building toward graduate study.
Study
B.Tech, Digital Transformation
Atria University, Bengaluru
Focus
AI / ML · Robotics
Agentic AI
Based in
Bengaluru, India
Things I've built.
A short idea of how each one works, the tech stack, the results, and the slides or code if you want to go further.
Featured work
Brain Tumor Segmentation on the Edge
Getting a multimodal-MRI tumour segmentation model to run on a 5-watt NVIDIA Jetson Nano, without losing the accuracy that makes it worth using.
Legal Chatbot
Group project · 3AI-powered legal assistance and a virtual courtroom for Indian practice, built as an agentic RAG system: retrieval and grounding before the model ever answers.
More projects
Reinforcement Learning, Pong
Two DQN agents for Atari Pong, a plain baseline and a tuned version, built to show which change actually makes an agent learn.
Speech Restoration & Enhancement
A comparison of two classic noise-reduction methods, spectral subtraction and Wiener filtering, that starts from a failure and works out why one breaks where the other holds.
Where I've worked.
This goes a step past the project cards: it shows how I work in an open-ended, still-being-figured-out engineering and research setting.
What I work with.
Machine Learning and AI
Generative AI
Computer Vision
Programming
Cloud & MLOps
Deployment & Tools
Drive the site from a shell.
A PowerShell-style console that opens in the left rail (press ` anywhere, or the Console button in the header). The page stays usable beside it. Real commands: navigation, skills, a mini Python, the guestbook.
A few things worth mentioning.
Aspire Leaders Program, Finalist
Jun to Aug 2025One of 6,175 finalists from 36,050 applicants worldwide (top 17% of Cohort 3). A leadership curriculum designed by Harvard faculty, focused on AI and social impact.
Conference paper, ICNGSMCA-26
Jul 2026Presented the paper "Edge AI Framework for Brain Tumor Segmentation and Classification with Quantized Jetson Deployment" at the 2nd International Conference on Next-Gen Semiconductor Devices, Materials and Smart Computing Applications, Bengaluru.
Certificates
Let's build something impactful together.
I'm open to roles in AI/ML engineering, research, and software development, and always up for people to build with.