Posts

All the articles I've posted.

• Beyond Answers, Below Autonomy: How Proactive AI Agents Offload Humans Without Overstepping

  14 Dec, 2025

  Proactive agents can offload humans from the glue work between insight and execution: they watch your systems, gather context, and turn signals into decision-ready options and actions. The key is staying below autonomy, because implicit context and accountability still sit with humans.

• Using BERT to perform Topic Tag Prediction for Technical Articles

  Updated: 31 Mar, 2020

  Experiments using BERT Mini embeddings and linear SVM for multilabel tag prediction on LinkedInfo articles.

• A Walk Through of the IEEE-CIS Fraud Detection Challenge

  10 Feb, 2020

  Walkthrough of the IEEE-CIS fraud detection challenge with feature analysis and model experiments.

• Skin Lesion Image Classification with Deep Convolutional Neural Networks

  Updated: 6 Jan, 2020

  Deep CNN experiments (DenseNet/ResNet) on HAM10000 for skin lesion image classification.

• Explore the house prices kaggle competition

  Updated: 13 Sep, 2019

  Exploring Kaggle house prices with data cleaning, feature engineering, and regression baselines.

• Multi-label classification to predict topic tags of technical articles from LinkedInfo.co

  Updated: 13 Sep, 2019

  Multi-label topic tag prediction for LinkedInfo.co using TF-IDF features and LinearSVC.

• Web Notes

  Updated: 18 Jan, 2018

  Notes on web services, APIs, and semantic web topics.

• OpenStack Swift Brief Intro

  1 Jul, 2014

  Slides: highly available distributed object storage with OpenStack Swift.