Generative AI is booming. How can China achieve a leapfrog development in the AI era? The Ministry of Science and Technology has given its answer: launching a special deployment of AI for Science. It is foreseeable that a new wave of AI for Science is coming. On March 27, Xinhua News Agency reported that […]

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Hello everyone, I am Dan Xiaoqiang from Xim Computing. Today, I will share with you how to support NPU on TVM with three colleagues. The essential problem that the DSA compiler solves is that different models need to be deployed on hardware, and various optimization methods at various abstract levels are used to make the model as full as possible on the chip, that is, to […]

By Super Neuro Content Overview: At 23:00 on March 21, Beijing time, Nvidia founder and CEO Huang Renxun delivered a keynote speech at GTC 2023, introducing the latest developments in generative AI, metaverse, large language models, cloud computing and other fields. Keywords: Nvidia &nb […]

Contents at a glance: TVMCon 2023 is finally here! For this year’s conference, we have invited special guests to explain the future development plan of Apache TVM online~ Keywords: TVM Chinese Community TVMCon 2023 […]

Content Overview: GPT-4 was like a nuclear bomb that detonated the entire technology circle on March 14. In the center of this nuclear explosion, the highly anticipated GPT-4 flexed its muscles, while on the periphery of the nuclear explosion, Google and other gods watched with eager eyes and made continuous moves. On March 14, Eastern Time, OpenAI […]

This article was first published on HyperAI WeChat official account~ Good afternoon, welcome everyone to join 2023 Meet TVM today. As Apache TVM PMC, I will share with you about the development of TVM and the future Unity framework of TVM. […]

This article was first published on HyperAI WeChat Official Account~ On the morning of March 13th, Beijing time, the 2023 Oscars ceremony was held in Los Angeles. The film "Blink" won seven awards and became the biggest winner. The lead actress Michelle Yeoh also won the Oscar for Best Actress for the film, becoming […]

On March 4, the 2023 Meet TVM offline gathering was successfully held in Shanghai, hosted by MLC.AI community, Shanghai Wujiaochang Innovation and Entrepreneurship College, HyperAI Super Neural Network and OpenBayes Bayesian Computing. 100 people from Shanghai, Hangzhou, Beijing and Nanjing attended the event. […]

Content Overview: With the advent of the “Her Era”, some women with strong beliefs and passion have devoted themselves to the field of AI and become an indispensable presence and force. On the occasion of International Women’s Day, HyperAI has compiled a list of impressive and outstanding female representatives in the field. […]

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 […]