BIOENGINEER

Deep Learning Model Reads Concrete Bridge Photos and Flags Multiple Defects at Once

A fine-tuned VGG16 network achieved 84.0 percent subset accuracy and an 85.2 percent micro-averaged F1-score on a held-out ...
BIOENGINEER

Deep learning spots live and dead cancer cells without staining

A deep learning program trained on trypan blue-stained images classifies live and dead unstained cancer cells in ...
Semiconductor Engineering

Using Deep Learning ADC For Defect Classification For Automatic Defect Inspection

In traditional semiconductor packaging, manual defect review after automated optical inspection (AOI) is an arduous task for operators and engineers, involving review of both good and bad die. It is ...

3 Essential Books for Learning Deep Learning with Keras

Introduction A few years ago, when I was tasked with an in-house PoC for image classification, I took sample code for transfer learning and ran it almost as-is. The training ran. The accuracy stopped ...

What is "Transfer Learning" that achieves high accuracy with little data?

In deep learning, a vast amount of training data is usually required. However, in practice, we often hit a wall where we ...