PinnedKyle GallatininTowards Data ScienceThoughts on Stateful ML, Online Learning, and Intelligent ML Model RetrainingDesigning scalable architecture for online and offline continuous learning systemsApr 5, 2023Apr 5, 2023
PinnedKyle GallatinEverything I Hate About Machine LearningI recently gave a talk about Machine Learning in Production, and had a really great time making this slide:Jul 28, 20222Jul 28, 20222
PinnedKyle GallatininTowards Data ScienceComponents of a Production ML System Using Only PythonA foundational base to learn—and build on—the basics of MLOps componentsJul 29, 2022Jul 29, 2022
PinnedKyle GallatininTowards Data ScienceThe Rise of the Term “MLOps”Properly Operationalized Machine Learning is the New Holy GrailSep 17, 20195Sep 17, 20195
Kyle GallatininTowards Data ScienceTraining a Machine Learning Model on a Kafka StreamUpdating a machine learning model online and in near real-time using training data generated by a Kafka producerJun 9, 20236Jun 9, 20236
Kyle GallatininTowards Data ScienceBuilding a lil’ Stateful, ML Application for Online LearningCheckout the code here. For prose, keep reading…Dec 23, 2022Dec 23, 2022
Kyle GallatininAWS in Plain EnglishMachine Learning at the AWS re:Invent Conference 20215 production-grade Machine Learning talks in the re:Invent conference of 2021 that I’m excited about.Nov 11, 20212Nov 11, 20212
Kyle GallatininTowards Data ScienceKubernetes Practical Intro for Data ScientistsYup, it’s yet another “intro to k8s” article. The world didn’t need it, you didn’t ask for it, and yet I already had it in a gist somewhereAug 7, 20212Aug 7, 20212
Kyle GallatininTowards Data Science5 Different Ways to Deploy your Machine Learning Model with AWSOn the pros and cons of different approaches to getting your model out into the world.Jul 17, 20214Jul 17, 20214
Kyle GallatininTowards Data ScienceThe Fastest Way to Deploy Your ML App on AWS with Zero Best PracticesYou’ve been working on your ML app and a live demo is coming up fast. You wanted to push it to Github, add Docker, and refactor the code…Mar 2, 20211Mar 2, 20211