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Before You Model: planning and scoping

From Machine Learning Engineering in Action by Ben Wilson

Before we get into how successful planning phases for ML projects are undertaken, let’s go through a simulation of the genesis of a typical project at a company that doesn’t have an established or proven process for initiating ML work.

Fear of Deployments

From Operations Anti-Patterns, DevOps Solutions by Jeffery Smith

This article covers

Longer release cycles and their impact to the team’s deployment confidence
Automation techniques for deployments
The value of code deployment artifacts
Feature flags for releasing incomplete code

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On this day 02/09 On this day… Ulysses S. Grant Lays The Foundations For The Weather Service February 9th 1870 Today in 1870, President Ulysses S. Grant signed a joint declaration of congress establishing a mission to “provide for taking meteorological observations at… Continue Reading →

What are Pulsar Functions?

From Apache Pulsar in Action by David Kjerrumgaard

This article gives an intro into Pulsar Functions: what they are and what they do.

Packing Your Knapsack for a Trip to Mars

From Advanced Algorithms and Data Structures by Marcello La Rocca

You’ve been selected to be among the first people to colonize Mars! Now you have to pack the optimal amount of food to get the most calories per kilogram—how can algorithms help?

PyTorch Crash Course, Part 2

From Deep Learning with PyTorch by Eli Stevens and Luca Antiga

In this article, we explore some of PyTorch’s capabilities by playing with pre-trained networks.

Introducing Redux

From Redux in Action by Marc Garreau and Will Faurot

If you’re interested in Redux, but don’t know a lot about it, this article gives an introduction to Redux and what it does in web development.

Distilling Business Domains from a Ubiquitous Language

From Writing Great Specifications by Kamil Nicieja

A ubiquitous language has to be a language that grows out of blending technological expertise with business expertise in reasonable proportions. This article discusses how to ‘distill’ business domains from the ubiquitous language of a business or project.

Designing APIs: communicating with your developers

From Irresistible APIs by Kirsten L. Hunter

In general, companies and organizations want to keep their vision and strategy close to the chest. Revealing this sort of information outside of your development organization feels like a vulnerable choice, but it is critical for a new platform, or an existing platform, to provide as much context around the API program as possible. I’m not talking here about reference documentation, tutorials, and example code. For this high level communication I’m talking about things like the overall vision, business values, and metrics.

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