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|Industry:||Home Security, IoT, AI|
|Introduction:||Deep Sentinel is an emerging start-up building next-generation technology for providing security in our homes. Using the most cutting-edge form of machine learning, Deep Learning. We are a tight-knit, fast-paced, high energy start-up team. Our ideal candidate has a passion for technology, a love for a fail-fast (and work freaking hard) engineering environment, and a hunger to learn and grow. We prefer raw-intelligence over syntax-excellence, ownership over silos. And coffee over water.|
|Field:||AI/Deep Learning/Computer science/Machine Learning|
|Description:||Develop CNN-based models: We are constantly improving our internal CNN-based models. We use transfer-learning as well as from-scratch training on custom CNN, VGG-like, Inception-like and Resnet-like models.
Building our internal DL infrastructure: We have a cluster of GPU-based machines we use for DL training and testing. We sync data from our production cluster to train our models and benchmark them both for performance of predictions and for speed of prediction.
Measuring/improving models: We keep an ongoing scorecard of the performance of specific models, the parameters (including training specifics) of that model and the various thoughts/insights from that round of training.
|Updated on 2017/08/22.|