Image Segmentation
SegNet. Image source: https://mi.eng.cam.ac.uk/projects/segnet/ The problem Image segmentation is the problem of assigning each pixel in an image a class ...
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Introducing NVIDIA SHARP on Lambda 1CC: Next-Gen Performance for Distributed AI Workloads
Lambda’s 1-Click Clusters(1CC) provide AI teams with streamlined access to scalable, multi-node GPU clusters, cutting through the complexity of distributed infrastructure. Now, we're pushing the envelope further by integrating NVIDIA's Scalable Hierarchical Aggregation and Reduction Protocol (SHARP) into our multi-tenant 1CC environments. This technology reduces communication latency and improves bandwidth efficiency, directly accelerating training speed of distributed AI workloads.
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Hyper-Parameter Tuning
Hyper-parameter search: Grid v.s. Random. Image source: [Bergstra and Bengio 2012] In order to improve the performance of a neural network, it is often ...
Transfer Learning with TensorFlow Tutorial: Image Classification Example
Images from Stanford Dogs Dataset: http://vision.stanford.edu/aditya86/ImageNetDogs/ Our last tutorial described how to do basic image classification with ...
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