Reference models and tools for Cloud TPUs. Contribute to tensorflow/tpu development by creating an account on GitHub.

The Pix2Pix GAN is a generator model for performing image-to-image translation trained on paired examples. For example, the model can be used to translate images of daytime to nighttime, or from sketches of products like shoes to photographs of products.…

Don’t know anything about GAN? You’ve come to the right place!

Reinforcement learning algorithms, though successful, tend to over-fit to training environments hampering their application to the real-world. This paper proposes $\text{W}\text{R}^{2}\text{L}$ --...

Let's uncover the Top 10 NLP trends of 2019.

Huge transformer models like BERT, GPT-2 and XLNet have set a new standard for accuracy on almost every NLP leaderboard. You can now use these models in spaCy, via a new interface library we've developed that connects spaCy to Hugging Face's awesome implementations.

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes. - Lightning-AI/pytorch-lightning

We develop a new computational framework to solve the partial differential
equations (PDEs) governing the flow of the joint probability density functions
(PDFs) in continuous-time stochastic...

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We are very excited to add post-training float16 quantization as part of the Model Optimization Toolkit. It is a suite of tools that…

Posted by Suyog Gupta and Mingxing Tan, Software Engineers, Google Research For several decades, computer processors have doubled their performan...

GraphVite: A General and High-performance Graph Embedding System - GitHub - DeepGraphLearning/graphvite: GraphVite: A General and High-performance Graph Embedding System

Posted by Eileen Mao and Tanjin Prity, Engineering Practicum Interns at Google, Summer 2019

The Cycle Generative adversarial Network, or CycleGAN for short, is a generator model for converting images from one domain to another domain. For example, the model can be used to translate images of horses to images of zebras, or photographs of city landscapes…

Posted by Debidatta Dwibedi, Research Associate, Google Research In the last few years there has been great progress in the field of video unders...

Since the release of PyTorch 1.0, we’ve seen the community expand to add new tools, contribute to a growing set of models available in the PyTorch Hub, and continually increase usage in both research and production.