Machine Learning / Data Science notes
News
Learning
- Virgilio - path for machine learning learning
- Awesome Machine Learning/Data Science repo -- all the links you could want and more
- Machine Learning Operations - curated list
- MIT Intro to Deep Learning course
- Intro to GeoML
Javascript/browser
Reference
Machine Learning in Python, Step-By-Step -- from the excellent machinelearningmastery.com site
Neural Networks and Deep Learning - online book, CC-licensed, excellentdy
Books
Production
- Deep Learning in Production -- a curated set of links
TinyML
- Towards Data Science article
- Microsoft Bonsai -- classifier that can run on Arduino
- Edge Impulse -- neat service for making models easily & deploying to Arduino, Pi, etc
Repos
Machine Learning Deliberate Practice -- great intro to one person's project to get better at ML
Data sets
Techniques
Tools
- Cookiecutter data science - the DS equivalent of "rails new"
- GBDX Notebooks - Jupyter notebooks + Digital Globe imagery
- EasyImages - Library for easy image display in Jupyter notebooks (mentioned in this article about image segmentation)
- Boilerplate code for machine learning -- excellent
Image labelling
- Awesome data labelling resources
- MakeSense.ai -- cool online, open-source image labeller
Automated optimization
Libraries
Folium - Python + LeafletJS for maps
Categorical Encoding - Scikit-Learn library
Engineering
- OPML Conference 2019 -- Usenix conference