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Machine Learning
Dive into the world of machine learning on the Databricks platform. Explore discussions on algorithms, model training, deployment, and more. Connect with ML enthusiasts and experts.
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How do I efficiently read image data for a deep learning model?

User16788317466
Databricks Employee
Databricks Employee

How do I efficiently read image data for a deep learning model?

2 REPLIES 2

User16788317466
Databricks Employee
Databricks Employee

Utilize Uberโ€™s Petastorm https://github.com/uber/petastorm to read in and generate a parquet dataset from the image data. The petastorm APIโ€™s can then be used to generate a TF Dataset, etc.

Joseph_B
Databricks Employee
Databricks Employee

Our documentation provides nice examples of preparing image data for training and inference.

Training: See docs for AWS, Azure, GCP

Inference: See reference solution for AWS, Azure, GCP

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