Install Tensorflow-1.0 with GPU on ubuntu 14.04 on AWS P2.xlarge
This post is for you if you are looking to install TensorFlow 1.0 from source on ubuntu 14.04 on AWS machine with GPU support(CUDA). Quick Summary of setup: OS: ubuntu 14.04 Cloud: AWS P2.xlarge instance TensorFlow version: 1.0.0-rc1 Bazel Version: 0.4.4 CuDNN: 5.1 CUDA: 8.0 Once you have launched an AWS P2.xlarge instance with ubuntu […]
Continue ReadingShow, attend and tell: Fine details of how state-of-the-art deep learning systems generate image captions
How would YOU communicate with Aliens ? How would you teach them your language ? The way we teach children right ? By showing them pictures of various objects and their names. Basically Associating the Image and the Text. That’s the goal of automatic image captioning. It is an extensive topic and decades of research has gone into […]
Continue ReadingCase-Study: Better HAAR feature-based Eye Detector using OpenCV
Motivation behind this post: Opencv object detectors which are built using Haar feature-based cascade classifiers is at least a decade old. OpenCV framework provides a default pre-built haar and lbp based cascade classifiers for face and eye detection which are very good quality detectors. However, I had never measured the accuracy of these face and […]
Continue ReadingObject Detection using Deep Learning for advanced users (Part-1)
Prologue:This is a three part series which will elaborate on Object Detection in images using Convolutional Neural Networks (CNN). First part will deal with groundbreaking papers in detection. Second part will give an overview on some of the fancier methodologies that have been published recently. Third part will be about one of our more sophisticated methods […]
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