Managing&Serving Features

Maintaining the Quality of Your Feature Store

Towards Data Science

Image by author The fundamentals of feature stores and a few tips on how and why you should monitor them Since Uber first introduced the concept in 2017, the feature store has been steadily gaining po...

How to Handle Categorical Features

Analytics Vidhya

This article contains the different methods and techniques to handle categorical features

Feature Handling

Towards Data Science

In this article, we will understand how to handle categorical and numerical features in a given data set. Before we start with how to handle them let's first understand what categorical and numeric…

Maintaining the Backend of the Products That Serve Millions of Users Globally

Better Programming

Isn’t it exciting to be a part of a company that serves millions of users? Every feature you build has a significant impact. It could make many people’s life easier, happier or better in different…

How to Use Feature Flags

Level Up Coding

Feature flags or feature toggles are settings that control how software runs and which features are enabled or disabled. Feature flags should be configured on the same host our software runs on using…...

Let’s Do: Feature Engineering

Towards Data Science

Feature engineering can mean different things to different people, but the term largely covers the process of identifying, manipulating, and transforming information in order to improve the…

Deploying your system

Software Architecture with C plus plus

Even though deploying services sounds easy, there's a lot of things to think about if you take a closer look. This section will describe how to perform efficient deployments, configure your services a...

Graceful Launches with Feature Toggles

Javarevisited

Feature Toggle Ever deployed a shiny new feature to your production environment, only to be met with unforeseen issues or disgruntled users? Feature flags, also known as feature toggles, come to the r...

How to create New Features using Clustering!!

Towards Data Science

A Feature is a piece of information that might be useful for prediction. this process of creating new features comes under Feature Engineering. Feature-Engineering is a Science of extracting more…

🌀Edge#12: The challenges of Model Serving~

TheSequence

In this issue: we explain the concept of model serving; we review a paper in which Google Research outlined the architecture of a serving pipeline for TensorFlow models; we discuss MLflow, one of the ...

“MLshorts” 10: What is Feature Engineering

Python in Plain English

Simple and clear explanations Photo by ThisisEngineering RAEng on Unsplash What is it? 🤔 Let’s start by explaining what is “features” actually. Feature, in Machine Learning, is a measurable property...

Hands-on guide to feature engineering

Towards Data Science

Manual feature engineering could be exhausting and needs plenty of time, experience, and domain knowledge experience to develop the right features. There are many automatic feature engineering tools…