Time Line

  • 2020 - 2023: College period. Focused on ReactJS, Node.js, Python, TypeScript, and FastAPI. Developed BPH Detection ML models.
  • 2023: Started professional career specializing in the Medical Imaging sector.
  • 2024: Attained proficiency in medical imaging visualization tools like OHIF and Cornerstone.
  • 2025: Contributed to open source (Cornerstone3D PR). Delivered a 3D segmentation project using dwv, VTK.js, and PolySeg WASM.
  • 2026: Working on advanced radiology workflows. Created Vibe ML Studio, Vibe MI Studio, and VSP Agents.

Got special mention in Agentic AI hackathon

How to Clone a Private GitHub Repository (2026 Guide)

Events

VANTAGE'26 Best Project Team

VANTAGE'26 (29/05/2026)

Event : Engineering Excellence Competition
Result : Won 2nd Prize (Best Project Team)

Our team was awarded 🥈 Second Prize in the Best Project Team category at VANTAGE'26, Trenser's engineering excellence competition.

It was an incredible opportunity to work on a challenging project and showcase our engineering capabilities. This experience reinforced the value of teamwork, continuous learning, and writing quality code that creates real impact.

A big thank you to my teammates, mentors, reviewers, and everyone at Trenser for organizing such a great platform to recognize engineering excellence. Looking forward to taking on even bigger challenges! 🚀

Voice of Trenser 2026 (07/05/2026)

Event : Tech Talk

Got a chance to speak on the subjects which I was interested in.

Economy in the 21st century where companies like Anthropic are launching SaaS apps every hour, producing Microsoft integrated products even better than Microsoft and hoarding models like Mythos only for specific enterprises.

AI companies produce these for what, if eventually people won't have the money to buy products.

How all these will lead to Universal Basic Income (UBI) and how governments are already implementing it in the form of freebies.

What should be the government approach to find money for freebies schemes and subsidies.

How to avoid the possibility of unwanted AI Taxation.

How to educate people on the importance of AI data centers.
How to deal with the situation when the coding and radiology jobs are gone in next 6 months.

Voice of Trenser 2026 Voice of Trenser 2026 Session
Agentic AI Hackathon 2026 Special Mention Agentic AI Hackathon 2026 Vibe ML Studio

Agentic AI Hackathon (24/04/2026)

Result : Special Mention

This hackathon marked the birth of the Vibe ML Agent Studio project! 🚀

VML Studio is a comprehensive platform designed for fine-tuning models via LoRA pipelines. It integrates RAG, Distillation, and SFT, with automated workflows for ONNX/GGUF conversion, deployment, and MCP. I'm also working on adding Image and Voice integrations soon.

I was honored to receive a Special Mention at the event for the innovation and technical execution of this project.

TrenZTalks: Exploring the Future of AI (20/02/2025)

Event : Tech Talk Session

Honored to be featured on the Trenser website for my recent TrenZTalks session, "Exploring the Future of AI"! 🎉

During the session, I primarily focused on ONNX and its massive potential for cross-device usability. I covered essential model compression techniques such as distillation, pruning, and quantization—concepts that I later implemented in the VML Studio workflows.

Exploring the Future of AI
Trens hackathon 2025 Trens hackathon 2025 Presentation

🚀 Trens hackathon 2025 (19/02/2025) - A Learning Experience

Event : Hackathon

I initially planned to build a smart-glass solution for real-time language translation.

The idea was exciting, but the execution didn’t go as expected. I couldn’t get the ESP32 connected and working in time, which made me realize that embedded systems and hardware development were not my strongest areas at that point.

I quickly pivoted and attempted to build a real-time voice translation app running locally on a mobile device using Whisper. Unfortunately, I wasn’t able to demonstrate anything significant within the hackathon timeframe.

Will comeback stronger next time

#Hackathon #TrensHackathon #AI #Whisper #ESP32 #EdgeAI #RealTimeTranslation

Vaiga Agri Hack (25/02/2023 - 27/02/2023)

Event : 36 hour Hackathon
Organized by : Kerala Government + Department of Agriculture Development and Farmers' Welfare
Venue : College of Agriculture, Vellayani, Thiruvananthapuram
Result : Won 3rd prize

It was Kerala's largest hackathon.

There were 2 teams from our college. One team includes me, Afwan, Rhithuja, Akhiyar and Shinas. They were already there on 24th. Me and Afwan just came back from Coimbatore. Once I submitted price prediction idea to this event and they rejected it. After that college Prinicipal added us into this project.

The participants were not allowed to sleep between. Already it was sleepless nights for me last 2 days becuase of Afwan phone calls and terrible seating in bus while traveling from Coimbatore to Trivandrum. Our project was BPH detection using Low Powered Wide Area Network. I built ML models based on eXtreme Gradient Boosting. After 36 hours both teams from our college selected to the final round. After the presentation round, the winners were announced & we were third. 3rd in a state level hack ain't bad. Right??

We received the price on March 2nd at Putharikandam Maidanam, Thiruvananthapuram.

Rajasthan IT Hackathon (19/03/2023 - 21/03/2023)

Organized by : Rajasthan Government
Date : 19/03/2023 (10PM) - 21/03/2023 (10AM)
Venue : University Rajasthan College

Organized by the Department of IT&C, Rajasthan Hackathon 7.0 is a 24 hour non-stop coding marathon. The program started at 19/02/2023 10.00 PM & ended at 21/03/2023 10.00 AM. It was stupendous experience for me to participate in a national level cosmopolitan event. There were 3 members in my team including me, Afwan and Maheshwaran Mayavan from TN. It was first time I'm working with a member outside of the state.

We were planning to do a tourist automation project based on smart city and infrastruture. But we didn't know they will give the problem statement only at 10.00 PM. There were total 12 problem statements. And we had doubt which problem to choose. I wanted to try supply chain management using blockchain. Maheshwaran wanted to try financial fraud detection. But to make it interesting we decided to do locust attack detection using LoRa sensor. But what lacked was the hardware. We decided to give it a shot on the software part. We collected details related to the ideal condition for the existence of locust & created ML model on eXtreme Gradient Boosting. It was all perfectly fine. But what I understood from this hackathon was the IOT devices are the heart of every hackathons.

Rajasthan cold temperature was one hell of an experience for me. I thought rajasthan is a hot city before coming to this event. It was cold there even during afternoons. Made lot of friends from multiple cities like Pune, Chennai, Noida, Ahmedabad, Lucknow etc. The main agenda for participating in this event was to expand the network all over India.

Rajasthan IT Hackathon 2023 Rajasthan IT Hackathon 2023 Team
IIC Board Meeting

Institution's Innovation Council launch (26/04/2023)

Event : Board Meeting
Organized by : Institution's Innovation Council (IIC)

Had discussion with the Board of Directors of Camerry and Hamara Plastics regarding the FMCG and waste management sectors, as well as the promotion of Industry on Campus initiatives. Looking forward to collaborating with Adithyan Biju, Badhan Peter, and Afwan Sha to implement these diverse projects.

Technova (12/04/2023)

Event : Startup Idea Presentation
Organized by : Kerala Startup Mission (KSUM) + IEDC + IIT Palakkad Technology IHub Foundation (IPTIF) + GPTC Palakkad
Venue : GPTC Palakkad
Result : Won 1st prize

As always, me and Afwan Sha teamed up for this competition. This event was a major turning point for us—one of the judges, an established startup founder and investor, offered us ₹2 lakh as seed investment and opened an opportunity to build a company, sharing that he had been searching for student innovators with our drive.

Our pitch was centered on Brown Plant Hopper (BPH) early detection using Machine Learning and Long-Range (LoRa) sensors to safeguard paddy crops and boost agricultural yields for farmers.

The program was inaugurated by chief guests Rahul P Balachandran (Founder & MD, Inker Robotics) and Akhil Asokan (Co-founder & COO, Sastra Robotics India). We also had insightful discussions with Shahid KP (Co-founder & CEO, Koderfin) regarding scaling ventures within the Kerala startup ecosystem.

Beyond winning 1st prize, it was an incredible experience connecting with passionate founders and peers exploring diverse innovations like refined oil recycling and moss-derived biofuels.

Awega (13/02/2023)

Event : Startup Idea Presentation
Venue : MES AIMAT Marampilly
Result : Won 2nd prize

We won 2nd prize in this event. But the special thing was this event was the beginning of everything. This was the foundation for Thiruvananthapuram, Rajasthan, Coimbatore, Palakkad and many more to come events.

On 11/02/2023 this program's student coordinator invited us to participate in this event. Actually we didn't had any startup idea back then. But we had a project which we prepared for an hackathon event at Thiruvananthapuram. So we decided showcase that project as a startup idea. I called Afwan Sha he was ready to join with me. It was an idea related to agricultural market intelligence. We created a ML model based on eXtreme Gradient Boosting to predict the prices and yield of crops and a crop recommendation system.

We presented the idea first. Cuz others were not ready to present. Funny part is that the judges are co-founders of Infinio Technology Solutions (The company which is I'm doing internship). Everything was good except we failed to answer a question related to the GDP contribution of agricultural sector to Indian economy. It was only 16%. But we said 50%.

SanTekFest Coimbatore(24/02/2023)

Event : Symposium (Paper Presentation)
Venue : Sankara, College Coimbatore
Result : Out in the 1st round

We met Maheshwaran Mayavan during this event. He was the one who compelled us to participate in Rajastan IT Hackathon.

We didn't won any prize cuz the program was paper presentation and we presented startup idea presentation. Real time applications using AI/ML and Big Data Analytics were the subjects. What I thought is we should build projects based on these subjects and present it. 'What is Machine Learning' won the 2nd prize. We reached at Coimbatore on 23/02/2023 10.30 PM and was all set for the program. There were contestants from Karnataka & Tamil Nadu. We were the only one from Kerala. Program started at morning 9.30. We presented the project which was rejected by Vaiga Agrihack organizers. Our ML model using eXtreme gradient boosting can predict the prices and yield of agricultural crops. We removed the crop recommendation model to purely focus on regression analysis instead of classification.

Presentation should have been theoretical instead of practical. We left from Coimbatore to participate in Trivandrum Vaiga AgriHack.

Speak for India (24/01/2023)

Event : Speech
Organized by : Speak for India Kerala Edition + Federal Bank of India + Mathrubhoomi
Venue : Bharatha Mata College
Result : Out in the 1st round
Subject : College hostels need time limit

We started preparation for this event about a month ago guided by Salih K, Soya Narayanan and Aiju Thomas (Principal). The speech statement was 'College hostels need time limit'. I was asked to speak in favor of the statement. Actually I was practiced to speak against it. Fathima Sulaiman selected to next round.

Audio Player

Songs & Cover Sessions

Original cover tracks and beats produced by Vishnu Suresh Perumbavoor with heavy basslines and cyber cadence.

Track 01 • 2:59 MP3

No Crown Given

Self Mass • High-octane cadence and relentless tempo.

Track 02 • 2:01 MP3

I'm Running This Shit

Self Mass • Energetic hype anthem with heavy driving percussion.

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