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Python 3

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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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  • 6 min
  • Data
  • Engineering
  • Research
  • Solutions

Google Cloud And Apollo24|7: Building Clinical Decision Support System (CDSS) Together

Clinical Decision Support System (CDSS) is an important technology for the healthcare industry that analyzes data to help healthcare professionals make decisions related to patient care. The market size for…
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  • 3 min
  • Engineering

Scheduling A Command In GCP Using Cloud Run And Cloud Schedule

Google Cloud CLI makes it very quick and easy for engineers to get started with initial development on Google Cloud Platform and perform many common cloud tasks. The majority of…
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  • 4 min
  • Data
  • Engineering

Top 5 Takeaways From Google Cloud’s Data Engineer Spotlight

  In the past decade, we have experienced an unprecedented growth in the volume of data that can be captured, recorded and stored.  In addition, the data comes in all…
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  • 12 min
  • Computing
  • Engineering

Scaling Heterogeneous Graph Sampling For GNNs With Google Cloud Dataflow

This blog presents an open-source solution to heterogeneous graph sub-sampling at scale using Google Cloud Dataflow (Dataflow). Dataflow is Google’s publicly available, fully managed environment for running large scale Apache…
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  • 5 min
  • Engineering
  • Practices

Google Supports CSRB Call For Open Source Security Improvements In Wake Of Log4j Report

The U.S. Department of Homeland Security (DHS) recently announced the results of the first report from the Cyber Safety Review Board (CSRB) on the log4j software library vulnerabilities discovered in…
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  • 6 min
  • Engineering
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Using Pacemaker For SAP High Availability On Google Cloud – Part 1

Problem Statement Maintaining business continuity of your mission critical systems usually demands high availability (HA) solutions that will failover without human intervention. If you are running SAP HANA or SAP…
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  • 7 min
  • Data
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Track, Compare, Manage Experiments With Vertex AI Experiments

Managing experiments is one of the main challenges for data science teams. Finding the best modeling approach that works for a particular problem requires both hypothesis testing and trial-and-error. Tracking…
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  • 7 min
  • Data
  • Engineering

Quantifying Portfolio Climate Risk For Sustainable Investing With Geospatial Analytics

Financial services institutions are increasingly aware of the significant role they can play in addressing climate change. As allocators of capital through their lending and investment portfolios, they direct financial…
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