ArangoML Series: Intro to the NetworkX Adapter

00ArangoML, General, Graphs, Machine LearningTags: , , , ,

This post is the fifth in a series of posts introducing the ArangoML features and tools. This post introduces the ArangoDB NetworkX adapter, which makes it easy to analyze your graphs stored in ArangoDB with NetworkX.

In this post we:

  • Briefly introduce NetworkX
  • Explore the IMDB user rating dataset
  • Showcase the ArangoDB integration of NetworkX
  • Explore the centrality measures of the data using NetworkX
  • Store the experiment with arangopipe

Going forward, the ArangoML Series will no longer be numbered. Parts 1-4 deal with the same housing dataset and focus on introducing some core machine learning concepts. We still want to offer something to both the new and experienced data scientists, just without the expectation that each post is somehow related to the previous.

This notebook is just a slice of the full-sized notebook available in the ArangoDB NetworkX adapter repository. It is summarized here to better fit the blog post format and provide a quick introduction to using the NetworkX adapter. 

ArangoML Pipeline Cloud
More info

ArangoML Part 4: Detecting Covariate Shift in Datasets

00ArangoML, General, Machine LearningTags: , , ,

This post is the fourth in a series of posts introducing ArangoML and showcasing its benefits to your machine learning pipelines. Until now, we have focused on ArangoML’s ability to capture metadata for your machine learning projects, but it does much more. 

In this post we:

  • Introduce the concept of covariate shift in datasets
  • Showcase the built-in dataset shift detection API
ArangoML Pipeline Complete pipeline - ArangoDB Machine Learning
More info

ArangoDB in 10 Minutes: Node.js

11GeneralTags: ,

This is a short tutorial to get started with ArangoDB using Node.js. In less than 10 minutes you can learn how to use ArangoDB with Node. This tutorial uses a free ArangoDB Sandbox running on Oasis that requires no sign up.


Let’s Get Started!

We will use the Repl live coding environment for the rest of the tutorial. This also requires no sign up and should already be ready to go. Read more

What Makes ArangoDB a Graph Database?

00GeneralTags:

When looking for a solution for your project, it is important to understand what makes each technology unique, what sets it apart. With ArangoDB that is its native multi-model approach including full graph database capabilities and I am going to explain the fundamental pieces of what that means. Read more