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Contents at a glance: Real-ESRGAN is an upgrade of ESRGAN, with three main innovations: proposing a high-order degradation process to simulate actual image degradation, using a spectrally normalized U-Net discriminator to increase the discriminator's capabilities, and using purely synthetic data for training. Keywords: Real-ESRG […]
Content at a glance: The TVM offline gathering, which has been postponed since December last year, is finally here! We chose Shanghai as the first stop and invited 4 lecturers to share their TVM-related development experience based on their work practices. We look forward to meeting you offline~ Keywords: 2023 Meet TVM Line […]
Contents at a glance: This issue summarizes 6 datasets with the largest number of Super Neural Downloads, covering image recognition, machine translation, remote sensing images and other fields. These datasets are of high quality and large data volume, and are worthy of collection and retention after being popular. Keywords: dataset, machine translation, machine vision dataset is the basis for machine learning model training, and high-quality […]
This article was first published on WeChat official account: HyperAI Hyperneuron Content Overview: If you are new to machine learning and hope to conduct academic research in this field in the future, then don’t miss this “Pitfall Avoidance Guide” tailored for you. Keywords: Machine learning scientific research norms academic research machine learning academic […]
"The Wandering Earth 2" has grossed over 2.4 billion yuan in just 8 days, breaking 36 records and achieving 91 milestones. Among them, the 21-year-old young actor Liu Peiqiang (played by Wu Jing) and the young and handsome Tu Hengyu (played by Andy Lau) left a deep impression on the audience. The official Weibo account of The Wandering Earth posted […]
Minecraft is not only played by humans, but also developed by the well-known AI technology company DeepMind! Overview: Reinforcement learning is a cross-disciplinary product, and its essence is to achieve automatic and continuous decision-making. This article will introduce DeepMind’s latest research and development […]
This article was first published on the official account: HyperAI Content Overview: ScienceAI has been a hot technology topic in the past two years and has attracted widespread attention and discussion in the industry. This article will focus on a paper from ScienceAdvances and introduce how to use machine learning to analyze amine emissions from coal-fired power plants.
Content Introduction The previous section introduced the five steps of TorchServe model deployment and optimization, and deployed the model to the production environment. This section takes the Animated Drawings APP as an example to demonstrate the model optimization effect of TorchServe. This article was first published on WeChat official account.
Content introduction: TorchServe has been launched since April 2020. After more than two years of development, it has become more mature and stable. This article will give a comprehensive introduction to TorchServe. This article was first published on WeChat official account: PyTor […]
2022 is coming to an end amidst the coughing. This year, AIGC has become the biggest dark horse in the field of artificial intelligence, ScienceAI has more practical applications, this year we have experienced budget cuts and layoffs by major manufacturers, and also experienced a technological carnival of survival... This article is with you […]
Content Overview: Following DALL-E and ChatGPT, OpenAI has made another effort and recently released Point·E, which can directly generate 3D point clouds based on text prompts. Keywords: OpenAI 3D point cloud Point·E OpenAI is rushing to achieve performance at the end of the year, […]
Content at a glance: While deep synthesis services meet user needs and improve user experience, they are also used by some lawless persons to produce, copy, publish, and disseminate illegal information, defame and denigrate the reputation and honor of others, and impersonate others to commit fraud and other illegal acts. Now the management regulations for this technology have finally been released. Keywords: De […]
The purpose of NAS is to discover the best architecture for a neural network. The integration of Torch and Ax provides assistance for multi-objective exploration of neural architectures. This article will show how to run a fully automatic neural architecture search using Multi-objective Bayesian NAS. […]
PyTorch 2.0 can improve model training speed by 30%-200% with a simple line of torch.compile(). This tutorial will show how to actually reproduce this speedup. torch.compile() makes it easy to try different compilers […]
Contents at a glance: This section explains how to use TVMC to compile and optimize models. TVMC is the command driver for TVM, which executes TVM functions through command lines. This section is the basis for understanding how TVM works. Keywords: TVMC TVM& […]
Contents at a glance: There are three ways to install TVM: install from source code, install using Docker image, and install using NNPACK Contrib. This article explains how to install using Docker image and NNPACK Contrib. Keywords: TVM […]
Contents at a glance: YOLO v4 is a real-time, high-precision target detection model. This tutorial will explain in detail how to implement crowd distance detection under multi-target conditions based on YOLO v4 and SORT algorithms. Keywords: YOLO v4 SORT Multi-target detection The outbreak of the new crown epidemic began at the beginning of the […]
Contents at a glance: At the PyTorch Conference 2022 held last night, PyTorch 2.0 was officially released. This article will sort out the biggest differences between PyTorch 2.0 and 1.x. Keywords: PyTorch 2.0 compiler […]
In the previous article, we introduced TorchMultimodal. Today, we will start from a specific case to demonstrate how to expand the multimodal basic model in the TorchMultimodal library with the support of Torch Distributed technology. In recent years […]
Contents at a glance: There are three ways to install TVM: installing from source code, installing using Docker images, and installing using NNPACK Contrib. This article focuses on how to install TVM from source code. Keywords: TVM Quick Start Source Code Installation In the previous article "TVM […]
The graph mode in PyTorch is more powerful in terms of performance. This article introduces Torch.FX, a powerful tool that can capture and optimize the graph of PyTorch programs. 1. Introduction PyTorch supports two execution modes: eager […]
Content Overview: On November 22, in the first match of the World Cup Group C, Saudi Arabia overtook Argentina 2:1. Today, we will review the technology and hard work behind Argentina's 4 goals and 1 point. Keywords: World Cup VAR semi-automatic offside technology This article was first published on WeChat official account: Hy […]
Multimodal artificial intelligence is a new AI paradigm that combines multiple data types such as images, text, voice, and video with multiple intelligent processing algorithms to achieve higher performance. Recently, PyTorch officially released a domain library-TorchM […]
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Contents at a glance: One of the types of Chinese text errors is spelling errors. This article is a model deployment tutorial for using the BART pre-training method to implement Chinese text error correction. Keywords: BART Chinese spelling correction NLP This article was first published on WeChat official account: HyperAI Super Neural Chinese Text Error 3 […]
Contents at a glance: This issue summarizes 9 datasets recently updated on the HyperAI official website, covering three areas: face recognition, posture estimation, and autonomous driving. Keywords: face recognition, posture estimation, autonomous driving This article was first published on WeChat official account: HyperAI Recently, HyperAI […]
Content introduction: TorchVision Transforms API has been expanded and upgraded to support object detection, instance and semantic segmentation, and video tasks. The new API is still in the beta stage and developers can try it out. This article was first published on WeChat official account: PyTorch Developer Community […]
Contents at a glance: Container number detection based on PaddleOCR shortens the time of recording container numbers and improves port loading and unloading efficiency. Keywords: PaddleOCR text recognition online tutorial International shipping consulting and analysis agency Alphaliner released a set of data in March this year […]
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