About Me
I’m Surya Pranav Perumalla, specializing in Machine Learning and MLOps. My journey began when the release of ChatGPT coincided with the start of my B.Tech — sparking a deep curiosity about how AI models learn, reason, and interact. That interest soon grew into exploring machine learning algorithms and eventually building real-world AI solutions.
From image captioning models to document summarization pipelines, I’ve worked on projects that combine ML, DevOps, and full-stack development — turning prototypes into production-ready systems. My core focus is creating end-to-end intelligent pipelines that make AI usable, reliable, and impactful.
Key Achievements
- Reduced RFP analysis time by 70% with an AI-powered summarizer.
- Decreased deployment time by 30% with Docker & CI/CD pipelines.
- Enhanced project efficiency by 25% through applied AI/ML solutions.
- Optimized AI workflows, improving data processing speed by 20%.
Professional Journey
Intern, L&T Technology Services
May 2025 - Aug 2025
Delivered applied AI/ML solutions and automation pipelines that enhanced project efficiency and streamlined backend processes.
Technical Mentorship Volunteering
Geeks for Geeks Student chapter
Provided technical mentorship to students, guiding them on various programming and development topics.
Leadership Volunteer
AARA Learn
Volunteered in a leadership role, helping to foster collaboration and a positive learning environment.
Theatre Artist
Govad Creations
Performed in theatre productions and contributed to creative projects recognized by the Ministry of Culture, Delhi.
Education
Vignan Institute of Technology and Science
Bachelor of Technology in Computer Science and Engineering (Data Science)
2021 - Present
My Skills
Tech Stack
AI/ML & GenAI
Python
PyTorch
TensorFlow
Scikit-learn
FAISS
LangChain
Ollama
GenAI
MLOps & DevOps
Docker
AWS
CI/CD
Git
Linux
FastAPI
Flask
Full-Stack Development
React
Node.js
TypeScript
JavaScript
Tailwind CSS
HTML5
CSS3
Databases
PostgreSQL
MongoDB
Firebase
Tools That Assist My Workflow
VS Code
Windsurf
Google Gemini
Notion
Cursor AI
Ollama
ChatGPT
Bolt
Lovable
Projects
AI Image Caption Generator
A full-stack GenAI app that generates context-aware captions for uploaded images using Google’s Gemini Vision Pro. Built with Python, it supports multilingual output and customizable model parameters. Reduced manual captioning effort by 80% for test users. Deployed with Docker and optimized CI/CD pipelines.
RFP Analyzer
An AI-powered document intelligence tool that automates RFP analysis with IBM Granite LLM, FAISS search, and OCR pipelines. Cuts review time by 70% and delivers grounded, query-based insights in seconds.
Blog & Articles
The AI Engineer: Building the Future of Applications with GenAI
Explores how Generative AI is reshaping product engineering, shifting from AI as a feature to AI-first products. Highlights the rise of the AI Engineer role, AI-native pipelines, and how prompt testing, orchestration, and monitoring define the next era of software.
Read MoreFrom Machine Learning to MLOps: The Evolution of AI Engineering
A deep dive into the journey of machine learning into production-ready systems. Covers the challenges of scaling ML, the birth of MLOps, and best practices for CI/CD, monitoring, and automation in ML pipelines—making AI not just experimental, but truly enterprise-ready.
Read MoreLet's Connect
I'm open to AI, full-stack, and software engineering roles. Let’s connect to craft AI-powered, market-ready solutions that drive the future of technology.