The Lambda Deep Learning Blog

ResNet9: train to 94% CIFAR10 accuracy in 100 seconds with a single Turing GPU

Published on January 7, 2019 by Chuan Li

DAWNBench recently updated its leaderboard. Among the impressive entries from top-class research institutes and AI Startups, perhaps the biggest leap was ...

Tips for implementing SSD Object Detection (with TensorFlow code)

Published on January 6, 2019 by Chuan Li

Object Detection using Single Shot MultiBox Detector The problem The task of object detection is to identify "what" objects are inside of an image and "where" ...

Image Segmentation

Published on October 7, 2018 by Chuan Li

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 ...

Hyper-Parameter Tuning

Published on September 26, 2018 by Chuan Li

Hyper-parameter search: Grid vs. 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

Published on September 21, 2018 by Chuan Li

Images from Stanford Dogs Dataset: http://vision.stanford.edu/aditya86/ImageNetDogs/ Our last tutorial described how to do basic image classification with ...

How To Classify Images with TensorFlow - a Step-By-Step Tutorial

Published on September 13, 2018 by Chuan Li

T-SNE embedding of CIFAR10. Image source: http://cs231n.github.io/classification/ Welcome to our Beginner's Demo! We will walk you through the steps of ...