How-to
State-Of-The-Art Text to Image Generation using DALL-E
DALL-E – Creating images from text Code – openai/DALL-E: PyTorch package for the discrete VAE used for DALL·E. Paper – https://arxiv.org/pdf/2102.12092.pdf What is DALL-E? On 5th January 21, OpenAI unveiled their novel text to image generation model, DALL-E. This model is capable of generating various types of images from textual descriptions. A humongous 12 […]
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Training Object Detectors using TensorFlow Object Detection API
Machine learning algorithms are everywhere around you. The recommendations you receive on youtube, estimation of commute time, face detection in google photos, and many more, all of these features that make our lives easier would not have been possible without advances in machine learning algorithms. Machine learning can be further classified into various fields; many […]
Continue ReadingZero to Hero: A Quick Guide to Object Tracking: MDNET, GOTURN, ROLO
In today’s article, we shall deep dive into video object tracking. Starting from the basics, we shall understand the need for object tracking, and then go through the challenges and algorithmic models to understand visual object tracking, finally, we shall cover the most popular deep learning based approaches to object tracking including MDNET, GOTURN, […]
Continue ReadingUsing gpus Efficiently for ML
In this blog post, we will look into how to use multiple gpus with Pytorch. We will see how to do inference on multiple gpus using DataParallel and DistributedDataParallel models of pytorch. Same methods can also be used for multi-gpu training. Pytorch provides a very convenient to use and easy to understand api for deploying/training models […]
Continue ReadingWho’s Who of Deep Learning Eco-System
Alexnet, which started the deep learning revolution, was loosely based on a network architecture(LENet) proposed by Yann Lecun in 1998. However, back then, we didn’t have the compute or the training data to train and produce the results like Alexnet. Alex used Nvidia GPUs for training, in fact he used two GPUs to train which […]
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