Machine Learning Engineer · MLOps Builder
Aditya Raut
I design and deploy end-to-end ML products, from model training and API design to inference optimization and real-world monitoring. My focus is simple: elegant systems, measurable impact, and engineering that holds up in production.
GGSC
Technical Lead
GenAI
Intern
The Scholar's Path
As a Generative AI Engineer at AllCognix, I forge RAG pipelines and LLM systems that breathe life into production environments. My craft spans the full ML lifecycle—from training ResNet50 disease classifiers with ONNX quantization to serving LightGBM models on 55 million rows through FastAPI and Docker vessels.
I currently delve deeper into the arcane arts of MLOps (MLflow, Evidently, Prefect) and the emerging realm of AI Agents, seeking to master the orchestration of intelligent systems that learn, adapt, and evolve.
The Quest
Seeking ML Engineer & GenAI Apprenticeships Across Realms
From the bazaars of India to distant shores, I seek opportunities where artificial intelligence meets human ingenuity.
Experience
AllCognix AI
Generative AI Engineer Intern
- Orchestrated a modern RAG pipeline migration from Verba to Haystack 2.x, reducing response latency by 40% and token consumption by 60% using GPT-4o-mini.
- Engineered an 8× accelerated document ingestion pipeline via parallelized processing (ThreadPoolExecutor), enabling scalable knowledge indexing.
- Architected multi-tenant retrieval systems using Weaviate metadata filtering, ensuring strict data isolation across users.
AI4Chat
Full-Stack Developer Intern
- Forged a multimodal AI system integrating real-time web search, LLM-driven reasoning, and dynamic response synthesis across text, image, and document modalities.
- Designed backend workflows for intelligent query routing, enabling context-aware decisions between search, generation, and analytical pipelines.
Project
Skills
Machine Learning
- PyTorch Intermediate
- Scikit-Learn Advanced
- Pandas & NumPy
- Matplotlib
Web Development
- React.js & Next.js
- Node.js & Express.js
- MongoDB
Programming
- Python
- Java
- TypeScript & JavaScript
- HTML5 & CSS3
Achievements
2nd Place — IIC Udaan 2.0
April 2025
Technical Lead — Google Gemini Student Club
2025 – Present
Built 10+ ML/DL projects
End-to-end implementations
The Scholar's Cabinet
Mechanical Artistry
Enchanted by the symphony of steel and speed in MV Agusta and Ducati craftsmanship. The De Tomaso P72 stands as modern sculpture in motion. The Ducati Superleggera V4 calls to the dreamer within.
Celestial Navigation
Drawn to the ballet of combat systems and the dominion of the skies. The SR-71 Blackbird remains a testament to human audacity. The A350-900 awaits to carry this scholar toward new horizons.
Cosmic Inquiry
Gazing into the firmament with my Phoenix 60700, seeking the infinite. The rings of Saturn whisper secrets of cosmic architecture. Each star a beacon in the eternal quest for knowledge.
Temple of Form
Honoring the classical ideal through the discipline of bodybuilding. Where physical excellence mirrors the pursuit of mental clarity. The forge of will, the sculpture of flesh and spirit.