MLOps / DevOps
Production infrastructure, deployment pipelines, and lifecycle management of ML workloads.
CI/CDMLflowKubernetes
About
Background
I am a DevOps Engineer at Vodafone, with a strong interest in machine learning and the engineering behind intelligent systems. My interests span deep learning, language models, and computer vision, with a particular curiosity about mechanistic interpretability— understanding the internal computations of neural networks.
Beyond industry work, I write technical articles and founded Vector Intuition, a website for learning about AI, previously known as CrackSheet. CrackSheet was live until I stopped it a few months ago. Vector Intuition is under development.
Focus
Skills & Interests
Machine Learning
Predictive modeling, feature engineering, and model evaluation using classical ML methods.
Scikit-learnXGBoostLightGBM
Deep Learning
Neural network design for computer vision and NLP, with emphasis on modern architectures and optimization.
PyTorchJAXspaCy
Computer Vision
Object detection, image segmentation, and real-time visual understanding pipelines.
YOLOOpenCVRoboflow
LLM Applications
Language-model applications, retrieval pipelines, and agent-style workflows.
LangChainLangGraphCrewAI
Mechanistic Interpretability
Research interest in reverse-engineering neural networks — circuits, features, and the internal algorithms models learn.
TransformerLensPyTorchSAEs
Selected Work
Projects
Vector Intuition
Under DevelopmentA website for learning about AI.
Next.jsAppwriteTypeScript
Research Assistant
A tool for managing, summarizing, and interacting with research papers using large language models.
LangChainCustomTkinterPython
Recommendation System
Personalized recommendation engine for books, songs, and movies with collaborative filtering.
Machine LearningDjangoVanillaJS
Brain Tumor Classifier
Medical imaging classifier for brain tumor detection using convolutional neural networks.
Deep LearningCNNTensorFlowVanillaJS
Sign Language Detection
Real-time gesture recognition system for interpreting sign language.
Computer VisionPythonOpenCV
Heart Attack Detection
Predictive model for early heart attack risk assessment from clinical data.
Machine LearningScikit-learnVanillaJS
Writing
Recent Posts
Notes on machine learning, engineering, and the tools I use.