Dr Sylvain Pronovost's repositories
awslambda
AWS Lambda
azure-ml-devops
Azure DevOps workflow for ML
cloud-data-analysis-at-scale
[Course-2020-2023] taught at Duke MIDS. This is also a Coursera Course that covers MLOps, ML Engineering and the foundations of Cloud Computing for Data Science.
cloud_computing_foundations
Coursera cloud computing foundations course
container-from-scratch-python
This is building a container from scratch
dukehugofeb1
this is a Hugo continuous delivery site
eks-fargate-tutorial
A tutorial on using EKS with fargate on the AWS Cloud
exploratory-data-analysis
EDA ideas
fastapi-onnx
FastAPI example project to do fast ML predictions over HTTP
flask-change-microservice
Small Flask Microservice that makes the change
flask-ml-azure-serverless
Deploy Flask Machine Learning Application on Azure App Services
gcp-flask-ml-deploy
This is a project to auto-deploy with an ML payload
github-actions-demo
This is a repo for building out Github Actions and Tricks
hugging-face-cli-with-codespaces
Repo that allows me to build AI tools on top of Hugging Face
huggingface-azure-acr
packaging for Azure and HuggingFace
huggingface-ghcr
MLOps packaging: build and push to GitHub Container Registry
huggingface-onnx
Example notebook to work with ONNX using Hugging Face libraries
machine-learning-book
Code Repository for Machine Learning with PyTorch and Scikit-Learn
multi-cloud-onboard
This is a sample Github repo for doing multi-cloud onboarding: Works with AWS, Azure and GCP
python-data-engineering-cookbook
Some recipes for data engineering with Python
Python-MLOps-Cookbook
This is an example of a Containerized Flask Application that can deploy to many target environments including: AWS, GCP and Azure.
rust_transformers
simple Transformers architecture in Rust
serverless-cookbook
Some recipes for doing with serverless technologies
try-huggingface
Examples to try HuggingFace datasets and transformers