learning journey

This is a living collection of the papers, tutorials, and practical guides I am using to build a deeper understanding of modern machine learning systems.

Generative AI

Build GPT from scratch

• Karpathy’s GPT tutorial
• Attention Is All You Need
• Language Models are Few-Shot Learners (GPT-3)
• Introducing ChatGPT
• Lambda GPU Cloud

Graph neural networks

• Research paper

Causal inference

Notes and resources coming soon.

Data shift and extrapolation

• Covariate Shift Adaptation by Importance Weighted Cross Validation

Fraud detection systems

Business context

• E-commerce fraud prevention and detection

E-commerce examples

• Alibaba Group: eFraudCom
• Ant Financial
• eBay

Examples by objective

• Credit Card Fraud Detection Handbook
• Abusive account detection