Note: The following post was originally posted on Medium on Sept. 8, 2019 When we first started deploying neural network models in production at Talentpair, they were small (-ish), they only ran occasionally, and most importantly there were only a few of them. But as one proved its worth, another soon followed and our naive … Continue reading A Keras Meta Model Served
Tag: Keras
Visualizing Convolutional Nets for NLU Tasks
With deep learning becoming the foundation for Talentpair’s matching algorithm, we wanted to get a better understanding how our convolutional neural networks make the decisions they do. Google’s TensorBoard has been a tremendous help to achieve our goal (read more about Talentpair’s deep learning stack here). Unfortunately, due to our model setup, we couldn’t take … Continue reading Visualizing Convolutional Nets for NLU Tasks
Talentpair’s Deep Learning Stack
Over the past few months, we have upgraded our deep learning stack to take advantage of the latest developments in the world of deep learning. We transitioned from Theano to Tensorflow, upgraded our Keras version, introduced GPUs into the Talentpair stack and rolled out helpful machine learning tools to accelerate our model iterations. Transitioning from … Continue reading Talentpair’s Deep Learning Stack