PinnedKyle GallatininTowards Data ScienceThoughts on Stateful ML, Online Learning, and Intelligent ML Model RetrainingDesigning scalable architecture for online and offline continuous learning systems6 min read·Apr 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:4 min read·Jul 28, 2022--2--2
PinnedKyle GallatininTowards Data ScienceComponents of a Production ML System Using Only PythonA foundational base to learn—and build on—the basics of MLOps components6 min read·Jul 29, 2022----
PinnedKyle GallatininTowards Data ScienceThe Rise of the Term “MLOps”Properly Operationalized Machine Learning is the New Holy Grail6 min read·Sep 17, 2019--5--5
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 producer5 min read·Jun 9, 2023--6--6
Kyle GallatininTowards Data ScienceBuilding a lil’ Stateful, ML Application for Online LearningCheckout the code here. For prose, keep reading…7 min read·Dec 23, 2022----
Kyle GallatinMachine 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.5 min read·Nov 11, 2021--2--2
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 somewhere6 min read·Aug 7, 2021--2--2
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.6 min read·Jul 17, 2021--4--4
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…5 min read·Mar 2, 2021--1--1
