Apple Machine Learning Journal

  • However, to achieve high accuracy, the training sets need to be large, diverse, and accurately annotated, which is costly.
  • An alternative to labelling huge amounts of data is to use synthetic images from a simulator.
  • This is cheap as there is no labeling cost, but the synthetic images may not be realistic enough, resulting in poor generalization on real test images.
  • We show that training models on these refined images leads to significant improvements in accuracy on various machine learning tasks.
  • Read the article View the article “Improving the Realism of Synthetic Images”

Most successful examples of neural nets today are trained with supervision. However, to achieve high accuracy, the training sets need to be large, diverse, and accurately annotated, which is costly. An alternative to labelling huge amounts of data is to use synthetic images from a simulator. This is cheap as there is no labeling cost, but the synthetic images may not be realistic enough, resulting in poor generalization on real test images. To help close this performance gap, we’ve developed a method for refining synthetic images to make them look more realistic. We show that training models on these refined images leads to significant improvements in accuracy on various machine learning tasks.
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Partner Opportunities in Data Security

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  • Additionally, we announced a new promotion specifically for partners reselling our Data Security solutions.
  • Informatica offers solutions to help partners help their customers with both “Detect” (Discovery and Classification) and “Protect” (Data Masking, Encryption or other 3rd party tools)

    Best of all, Informatica is relying on you, our partners, to drive this strategy within our joint customer base.

  • Additionally, on the May Partner Pulse Webcast, we launched our Data Security Promotion for partners!
  • This includes additional front-end and back-end margin and rebates for partners who identify and close data security opportunities.
  • You can listen to the replay of this webcast here and get the details of our Data Security promotion and solution portfolio on PARC, our partner portal.

Partner Opportunities in Data Security- We’ve got the enablement materials, sales tools and marketing programs to help get you started.
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