Optical Machine Learning with Diffractive Deep Neural Networks #MachineLearning #3Dprinting #DeepLearning #NeuralNetworks #TensorFlow @InnovateUCLA

From techxplore.com. Credit: UCLA Engineering Institute for Technology Advancement

 

The Ozcan Lab at UCLA has created optical neural networks using 3D printing and lithography. TensorFlow models were trained on the MNIST, Fashion-MNIST, and CIFAR-10 data sets using beefy GPUs. The trained models were then translated into multiple diffractive layers. These layers create the optical neural network. What the model lacks in adaptability it gains in speed as it can make predictions “at the speed of light” without any power. The basic workflow involves passing light through an input object which is filtered through the entire optical neural network to a detector which captures the results.

…each network is physically fabricated, using for example 3-D printing or lithography, to engineer the trained network model into matter. This 3-D structure of engineered matter is composed of transmissive and/or reflective surfaces that altogether perform machine learning tasks through light-matter interaction and optical diffraction, at the speed of light, and without the need for any power, except for the light that illuminates the input object. This is especially significant for recognizing target objects much faster and with significantly less power compared to standard computer based machine learning systems, and might provide major advantages for autonomous vehicles and various defense related applications, among others.

If you’d like to learn more about Photonics checkout the research happening at the Ozcan Lab. If you’d like more details about diffractive deep neural networks checkout this publication in Science or the most recent Ozcan Lab publication on the topic.

62 Replies to “Optical Machine Learning with Diffractive Deep Neural Networks #MachineLearning #3Dprinting #DeepLearning #NeuralNetworks #TensorFlow @InnovateUCLA”

  1. Pingback: Phim 18+ Han Quoc
  2. Pingback: dominoqq
  3. Pingback: https://samaca.pl/
  4. Pingback: 카지노사이트
  5. Pingback: guaranteed ppc
  6. Pingback: this one
  7. Pingback: livedraw hk
  8. Pingback: tutoring websites
  9. Pingback: here
  10. Pingback: huong dan 188bet
  11. Pingback: hondaqq
  12. Pingback: best cbd oil
  13. Pingback: Coolsculpting
  14. Pingback: wig grip sally's
  15. Pingback: lm360.us
  16. Pingback: cialistodo.com
  17. Pingback: buszcentrum.com
  18. Pingback: viagra from canada
  19. Pingback: order cialis 20 mg
  20. Pingback: order cialis 20 mg
  21. Pingback: Auto Glass Anytime
  22. Pingback: regression testing
  23. Pingback: dumps cvv
  24. Pingback: buy cialis ebay
  25. Pingback: cialis sale 20mg
  26. Pingback: cialis sale 20mg
  27. Pingback: buy cialis drug
  28. Pingback: buy cialis drug
  29. Pingback: buy cialis drug

Comments are closed.