Posts by Michael Galarnyk

Ray 1.7
10 . 11 . 2021

Ray version 1.7 has been released

Ray version 1.7 is here. Highlights include: Ray SGD v2 and is in alpha, Ray Workflows is in alpha, and major enhancements to the C++ API

Where Ray Serve Fits In
10 . 01 . 2021

Serving ML Models in Production: Common Patterns

Over the past couple years, we've listened to ML practitioners across many different industries to learn and improve the tooling around ML production use cases. Through this, we've seen 4 common patterns of machine learning in production: pipeline, e...

With and without NumPy Ray
09 . 02 . 2021

Parallelizing Python Code

This article reviews some common options for parallelizing Python code including process-based parallelism, specialized libraries, ipython parallel, and Ray.

Introduction to Reinforcement Learning
08 . 26 . 2021

An Introduction to Reinforcement Learning with OpenAI Gym, RLlib, and Google Colab

An introductory tutorial on reinforcement learning with OpenAI Gym, RLlib, and Google Colab.

08 . 24 . 2021

Fast AutoML with FLAML + Ray Tune

FLAML is a lightweight Python library from Microsoft Research that finds accurate machine learning models in an efficient and economical way using cutting edge algorithms designed to be resource-efficient and easily parallelizable. FLAML can also uti...

Ray Dashboard 8 Core
08 . 12 . 2021

Writing your First Distributed Python Application with Ray

Ray is a fast, simple distributed execution framework that makes it easy to scale your applications and to leverage state of the art machine learning libraries. Using Ray, you can take Python code that runs sequentially and transform it into a distri...

Neural MMO
07 . 22 . 2021

Best Reinforcement Learning Talks from Ray Summit 2021

An overview of some of the best reinforcement learning talks presented at the second Ray Summit

ML Platform Panel
07 . 20 . 2021

Best Machine Learning Talks from Ray Summit 2021

An overview of some of the best machine learning talks presented at Ray Summit 2021.

Ray Ecosystem
05 . 12 . 2021

The 2021 Ray Community Pulse Survey is Now Open

Calling all Ray users! Take a few minutes to complete the Ray Community Pulse survey to let us know how your use Ray and help guide our roadmap.

How to Speed Up pandas with modin (main image)
03 . 03 . 2021

How to Speed Up Pandas with Modin

The pandas library provides easy-to-use data structures like pandas DataFrames as well as tools for data analysis. One issue with pandas is that it can be slow with large amounts of data. It wasn’t designed for analyzing 100 GB or 1 TB datasets. Fort...