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Python

143 posts
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  • 6 min
  • Data
  • Engineering

Simplify Model Serving With Custom Prediction Routines On Vertex AI

The data received at serving time is rarely in the format your model expects. Numerical columns need to be normalized, features created, image bytes decoded, input values validated. Transforming the…
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Thinking person | Notebook and pencil
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  • 7 min
  • Design
  • Engineering
  • Practices

Building A Scalable MLOps System With Vertex AI AutoML And Pipeline

When you build a Machine Learning (ML) product, consider at least two MLOps scenarios. First, the model is replaceable, as breakthrough algorithms are introduced in academia or industry. Second, the…
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  • 5 min
  • Engineering

Analyze Pacemaker Events Using Open Source Log Parser – Part 4

This blog is the fourth in a series and it follows the blog Analyze Pacemaker events in Cloud Logging, which describes how you can install and configure Google Cloud Ops…
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  • 4 min
  • Computing
  • Engineering

How To Migrate A Group Of Individual Instances To A Stateful MIG Using Python Script

A GCP Compute Engine managed instance group (MIG) supports any VM configuration that you need, and it helps manage the VMs for you. For example, when a VM in a…
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  • 6 min
  • Engineering
  • Solutions

Building A Mobility Dashboard With Cloud Run And Firestore

Visualization is the key to understanding massive amounts of data. Today we have BigQuery and Looker to analyze petabytes scale data and to extract insights in a sophisticated way. But…
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  • 5 min
  • Technology

Our I/O 2022 Announcements: In Demo Form

In the Cloud PA Keynote at I/O Aparna Sinha walked through the backend for an application that connects volunteers with volunteer opportunities in their area. In this blog post we’ll…
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  • 6 min
  • DevOps
  • Tech

Automate Checking For Flaws In Python With Thoth

Project Thoth pulls together many open source tools to automate program builds with security checks as part of the resolution process. Most cyberattacks take advantage of publicly known vulnerabilities. Many…
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  • 4 min
  • Engineering
  • Solutions
  • Technology
  • Tools

Automating Income Taxes With Document AI

In the United States, Tax Season descends upon the country every April, requiring millions of Americans to spend hours deciphering cryptic documents and performing complex math just to figure out…
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  • 5 min
  • Engineering

Follow The Pink Pony: A Story Of CSRF, Managed Services, And Unicorns

With the release of Django 4.0, there was a minor change to how Django handles CSRF protections: the Origin header is now checked, if present. Specifically, the URL scheme is…
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  • 6 min
  • Software Engineering
  • Technology

Announcing Serverless Spark Components For Vertex AI Pipelines

Developers and ML engineers face a variety of challenges when it comes to operationalizing Spark ML workloads. One set of challenges may come in the form of infrastructure concerns, for…
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