RESEARCH

NLP

Deep learning to translate between programming languages

TransCoder is the first self-supervised neural transcompiler system for migrating code between programming languages. It can translate code from Python to C++, for example, and it outperforms rule-based translation programs.

July 21, 2020

RESEARCH

NLP

Deep learning to translate between programming languages

July 21, 2020

ML APPLICATIONS

PyTorch drives next-gen intelligent farming machines

August 06, 2020

RESEARCH

ML APPLICATIONS

A Facebook-scale simulator to detect harmful behaviors

July 23, 2020

Blog Posts

Blog

July 03, 2020

RESEARCH

NLP

TaBERT: A new model for understanding queries over tabular data

TaBERT is the first model that has been pretrained to learn representations for both natural language sentences and tabular data.

July 03, 2020

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Blog

June 25, 2020

RESEARCH

A state-of-the-art, self-supervised framework for video understanding

Generalized Data Transformations give us a systematic way of robustly learning the relationship between audio and visual information in order to learn about the structure of the world.

June 25, 2020

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Blog

June 25, 2020

RESEARCH

The NetHack Learning Environment to advance deep reinforcement learning

The NetHack Learning Environment is a fast research environment based on NetHack to help researchers test the robustness and systematic generalization of RL agents.

June 25, 2020

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Blog

June 18, 2020

RESEARCH

ML APPLICATIONS

Using AI to help health experts address the COVID-19 pandemic

Facebook AI is partnering with academic researchers and other experts to create forecasting models of the spread of COVID-19 in order to help healthcare providers and emergency responders determine how best to allocate resources.

June 18, 2020

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Blog

June 15, 2020

RESEARCH

Collaborating on the future of AI governance in the EU and around the world

The internet is entering a new phase. We are more aware than ever of the liberating benefits of a fast, open, and accessible online world, and we are more aware than ever of the risks that such a world contains.

June 15, 2020

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Blog

June 12, 2020

DEVELOPER TOOLS

OPEN SOURCE

Building 3D Deep Learning Models with PyTorch3D

PyTorch3D is an open source toolkit that includes batching support for heterogeneous 3D data, optimized implementations of common 3D operators, and modular, differentiable rendering.

June 12, 2020

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Blog

June 12, 2020

Using a classical rendering technique for state of the art image segmentation

A new efficient and high resolution image segmentation approach called PointRend inspired by the classical adaptive sampling technique used in computer graphics rendering. It produces sharper and more accurate segmentation of objects and scenes, compared to previous state of the art methods.

June 12, 2020

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Blog

June 12, 2020

COMPUTER VISION

Facebook Research at CVPR 2020

Computer vision (CV) researchers and engineers from all over the world will be gathering virtually for the 2020 Conference on Computer Vision and Pattern Recognition (CVPR) from June 14 to June 19, 2020.

June 12, 2020

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Blog

June 12, 2020

OPEN SOURCE

COMPUTER VISION

Deepfake Detection Challenge Results: An open initiative to advance AI

2,114 participants around the globe entered the Deepfake Detection Challenge. We’re now sharing the winning models and insights from this first-of-its-kind open initiative to address the challenge of deepfake videos and images.

June 12, 2020

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Blog

June 11, 2020

ML APPLICATIONS

COMPUTER VISION

Announcing MMF: A framework for multimodal AI models

Pythia, our open source, modular deep learning framework for vision and language multimodal research, is now called a multimodal framework (MMF).

June 11, 2020

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Blog

June 10, 2020

Dense pose for animal classes with transfer learning

The most advanced framework for dense pose estimation for chimpanzees. It will help primatologists and other scientists study how chimps across Africa behave in the wild&

June 10, 2020

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Blog

June 09, 2020

ML APPLICATIONS

OPEN SOURCE

How Detectron2 helps make mines safer and more efficient

Datarock, a SaaS solution targeted at the mining industry, leverages various PyTorch tools, including PyTorch-based object detection library Detectron2, to train ML models with geological imagery.