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DeepCell on GCP Series' Articles

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Cover image for Building a Vertex AI custom job container

Jan 24

Building a Vertex AI custom job container

#vertexai #containers #cloud #serverless

1 min read

Jan 27

Running a Vertex AI custom container

#cloud #serverless #ai #containers

1 min read

Apr 27

First impressions: GPU + GCP Batch

#cloud #googlecloud #gpu #ai

2 min read

May 7

Container size analysis: TensorFlow 2.8 base image vs Deep Learning

#docker #tensorflow #optimization #ai

9 min read

Cover image for Rebuilding TensorFlow 2.8.4 on Ubuntu 22.04 to patch vulnerabilities

Jun 2

Rebuilding TensorFlow 2.8.4 on Ubuntu 22.04 to patch vulnerabilities

#docker #tensorflow #ai #security

7 min read

Cover image for Running DeepCell on Google Batch with node pools

Jun 15

Running DeepCell on Google Batch with node pools

#googlecloud #serverless #bioinformatics #scale

1 min read

Jul 11

Improve TensorFlow model load time by ~70% using HDF5 instead of SavedModel

#tensorflow #performance #cloud #ai

2 min read

Aug 31

Optimizing QuPath intensity measurements: 12.5 hr to 2min

#performance #bioinformatics #kotlin #architecture

3 min read

Sep 26

Improve container build time by 70% w/ better caching

#docker #tensorflow #googlecloud #cicd

3 min read

Oct 9

Performance trap: general libraries & helper objects

#performance #software #python #bioinformatics

3 min read