ArangoML Archives - Page 2 of 2 - ArangoDB

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ArangoML Part 4: Detecting Covariate Shift in Datasets

00ArangoML, General, Graphs, Machine LearningTags: ,

Estimated reading time: 1 minute

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
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ArangoML Part 3: Bootstrapping and Bias Variance

00ArangoML, General, Graphs, Machine LearningTags: ,

Estimated reading time: 2 minutes

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

  • Introduce bootstrapping and bias-variance concepts
  • Estimate and analyze the variance of the model from part 2
  • Capture the metadata for this activity with arangopipe
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