Data Science Portfolio
Describes all my data science experience, with links to individual projects.
Machine Learning
How To Locally Run Stable Difussion (Similar to Midjourney + DALLE-2)
Including using Docker and a GPU
Generating Images Using Diffusion Models (Similar To DALL-E 2)
Learn how to self host your very own Diffusion Model to generate images
Metaflow Open Source Contribution
Implemented feature parity of AWS Cloud Formation stack using Terraform
Deep Learning with PyTorch: Optimizers
A simple introduction to PyTorch optimizers
Tidy Tuesday
Why I love Tidy Tuesday
Deep Learning with PyTorch: Autograd
A simple introduction to how PyTorch automatically computes the gradients of your loss functions
Deep Learning with PyTorch: Parameter Estimation
Demonstrates simple parameter estimation
Data Science From Scratch To Production MVP Style: Deploy To AWS Lambda
How to deploy a model to AWS Lambda
Data Science From Scratch To Production MVP Style: API
Simple example for wrapping an API around a model