Machine Learning Archives

ArangoML Part 2: Basic Arangopipe Workflow

October 9, 202000GeneralTags: arangoml, Machine Learning

This post is the second in a series of posts about machine learning and showcasing the benefits ArangoML adds to your machine learning pipelines. In this post we:

Introduce machine learning concepts
Demonstrate basic model building
Log a model building activity with arangopipe

ArangoML Pipeline Complete pipeline - ArangoDB Machine Learning

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ArangoML Part 1: Where Graphs and Machine Learning Meet

September 25, 202000ArangoML, General, Graphs, Machine LearningTags: arangoml, Machine Learning

This post is the first in a series of posts introducing ArangoML and showcasing its benefits to your machine learning pipelines. In this first post, we look at what exactly ArangoML is, with later posts in this series showcasing the different tools and use cases.

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ArangoML Pipeline Cloud – Managed Machine Learning Metadata Service

January 30, 202000GeneralTags: arangoml, Machine Learning

We all know how crucial training data for data scientists is to build quality machine learning models. But when productionizing Machine Learning, Metadata is equally important.

Consider for example:

Capture of Lineage Information (e.g., Which dataset influences which Model?)
Capture of Audit Information (e.g, A given model was trained two months ago with the following training/validation performance)
Reproducible Model Training
Model Serving Policy (e.g., Which model should be deployed in production based on training statistics)

If you would like to see a live demo of ArangoML Pipeline Cloud, join our Head of Engineering and Machine Learning, Jörg Schad, on February 13, 2020 – 10am PT/ 1pm ET/ 7pm CET for a live webinar.