Guest Blogs
nbdev + Quarto: A new secret weapon for productivity, the fastai blog, July 2022.
Notebooks in production with Metaflow Introduces a new Metaflow feature that allows users to use notebooks in production ML workflows.
Python Concurrency: The Tricky Bits: An exploration of threads, processes, and coroutines in Python, with interesting examples that illuminate the differences between each.
ghapi, a new third-party Python client for the GitHub API by Jeremy Howard & Hamel Husain, GitHub Repo.
Nbdev: A literate programming environment that democratizes software engineering best practices by Hamel Husain, Jeremy Howard, The GitHub Blog.
fastcore: An Underrated Python Library by Hamel Husain, Jeremy Howard, GitHub Repo.
Data Science Meets Devops: MLOps with Jupyter, Git, & Kubernetes: An end-to-end example of deploying a machine learning product using Jupyter, Papermill, Tekton, GitOps and Kubeflow. by Jeremy Lewi, Hamel_Husain, The Kubeflow Blog.
Introducing fastpages, An easy to use blogging platform with extra features for Jupyter Notebooks. by Jeremy Howard & Hamel Husain, GitHub Repo
GitHub Actions: Providing Data Scientists With New Superpowers by Jeremy Howard & Hamel Husain.
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search: by Miltiadis Allamanis, Marc Brockschmidt, Hamel Husain, Ho-Hsiang Wu, Tiferet Gazit GitHub Repo
How To Create Natural Language Semantic Search for Arbitrary Objects With Deep Learning. (Related: GitHub engineering blog article, Live demo)
How To Create Magical Data Products Using Sequence-to-Sequence Models
How to Automate Tasks on GitHub With Machine Learning for Fun and Profit
Automated Machine Learning, A Paradigm Shift That Accelerates Data Scientst Productivity At Airbnb