Ideas in public
Writing & research
Essays on engineering, machine learning, cloud infrastructure, and scientific computing.
Sequences, Time Series and Prediction course in PyTorch
Reworking the DeepLearning.ai course exercises from TensorFlow to PyTorch.
Hands-on Introduction to Concurrency in Go
Goroutines and channels explained by building a simple client-server chat.
A system design journey
Scaling a simple Go URL shortener into a distributed, highly available system on AWS.
A primer on functional PyTorch
Writing Jax-style, functional PyTorch models with the functional API.
Introduction to Physics-informed Neural Networks
A hands-on PyTorch tutorial on using neural networks to solve differential equations.
Database backup using AWS Lambda
Automating a recurring database backup with a scheduled Lambda function.
Private PyPI Server on AWS with Terraform
Standing up a private Python package registry on AWS with infrastructure as code.
Deploy a containerized application on AWS with Terraform
A step-by-step guide to service-oriented deployment and infrastructure as code.
Represent Hierarchical Data in Python
Parsing and working with tree-structured JSON using the anytree library.
ML time series forecasting the right way
An end-to-end guide to forecasting with machine learning, done properly.
Research record