使用 🤗 Transformers 微調 ViT 進行影像分類教學★ 70
Hugging Face Blog1,629 days agoTutorialThis is an official tutorial article from Hugging Face that guides developers on how to fine-tune a Vision Transformer (ViT) model for image classification…
使用 Python 進行情緒分析入門指南：從 Pipeline 到微調模型
Hugging Face Blog1,638 days agoTutorialThis is a practical tutorial guide written by Hugging Face, designed to help developers and data scientists quickly get started with sentiment analysis using…
🤗 Hub 搜尋功能全面升級：更快速、精準地尋找模型與數據集
Hugging Face Blog1,646 days agoReleaseHugging Face's official blog has announced a major upgrade to its platform's core feature — the search functionality of Hugging Face Hub. As the open-source AI…
Stable-baselines3 正式整合至 Hugging Face Hub：輕鬆分享與載入強化學習模型
Hugging Face Blog1,650 days agoNew ToolHugging Face has officially announced a deep integration with the popular PyTorch reinforcement learning (RL) library Stable-baselines3 (SB3). This…
使用 Hugging Face Transformers 與 Amazon SageMaker 部署 GPT-J 6B 進行推論
Hugging Face Blog1,660 days agoTutorialWith the rise of open-source large language models, deploying these models in cloud environments in a secure, stable, and scalable manner has become a critical…
Gradio 正式加入 Hugging Face！攜手打造更易用的機器學習 Demo 平台★ 80
Hugging Face Blog1,681 days agoBusinessOn December 21, 2021, the open-source machine learning world received major news: Gradio, the open-source library purpose-built for rapidly creating…
從頭開始訓練 CodeParrot 🦜：Hugging Face 的程式碼生成模型實戰指南
Hugging Face Blog1,694 days agoTutorialThis classic Hugging Face blog post documents the birth of the "CodeParrot" project — an experiment in training a code generation model entirely from scratch…
使用 Optimum 在 Graphcore IPU 上快速上手 Hugging Face Transformers
Hugging Face Blog1,702 days agoTutorialThis blog post introduces the fruits of a collaboration between Hugging Face and hardware chip design company Graphcore, showcasing how to use Hugging Face's…
Hugging Face 課程發布社群活動 (Course Launch Community Event)
Hugging Face Blog1,737 days agoReleaseThis announcement comes from the official Hugging Face blog, published in October 2021, celebrating the launch of the Hugging Face Course along with an…
大型語言模型：全新版本的摩爾定律？
Hugging Face Blog1,737 days agoOpinionIn late 2021, the AI field witnessed an unprecedented explosive growth in large language models (LLMs). From OpenAI's GPT-3 at 175 billion parameters to the…
Hugging Face 釋出：如何用 10 億個訓練對訓練句子嵌入（Sentence Embedding）模型★ 75
Hugging Face Blog1,738 days agoTutorialThis classic Hugging Face blog post (co-authored by Sentence-Transformers creator Nils Reimers and others) provides a detailed account of how to train…
微調 CLIP 模型以辨識遙測（衛星）影像與文本描述
Hugging Face Blog1,750 days agoTutorialThis blog post from the Hugging Face community provides a detailed walkthrough of how to fine-tune OpenAI's CLIP (Contrastive Language-Image Pre-training)…
Hugging Face 的盛夏回顧：2021 暑期實習生專案與開源社群成果
Hugging Face Blog1,769 days agoCommentaryThe summer of 2021 was a vibrant and breakthrough season for Hugging Face. In this retrospective, Hugging Face summarizes the rich achievements produced over…
Hugging Face 推出 Optimum：專為大規模 Transformer 模型打造的硬體加速與優化工具包★ 75
Hugging Face Blog1,779 days agoReleaseHugging Face has officially launched a new open-source toolkit called "Optimum" — an optimization and hardware acceleration library designed specifically for…
Hugging Face Hub 正式支援 spaCy：輕鬆分享與託管你的 NLP 管道模型
Hugging Face Blog1,842 days agoReleaseHugging Face officially announced a deep integration with spaCy, the popular industrial-grade natural language processing (NLP) framework, formally bringing…
使用 Amazon SageMaker 輕鬆部署 Hugging Face 模型
Hugging Face Blog1,847 days agoReleaseHugging Face and Amazon Web Services (AWS) have entered into a deep collaboration aimed at simplifying the deployment process of machine learning models from…
實踐少樣本學習：GPT-Neo 與 🤗 Accelerated Inference API
Hugging Face Blog1,882 days agoTutorialIn the field of natural language processing (NLP), the emergence of GPT-3 demonstrated the tremendous power of "Few-shot Learning" — where a model only needs…
使用 Gradio 2.0 輕鬆部署與混合 Hugging Face 模型
Hugging Face Blog1,891 days agoReleaseIn May 2021, Gradio officially released version 2.0 and announced a deep integration with the Hugging Face platform. This collaboration fundamentally changed…
在 CPU 上擴展 BERT 推論效能（第一部分）
Hugging Face Blog1,926 days agoTutorialIn many real-world enterprise production environments, although GPUs offer extremely high throughput for deep learning inference, CPUs remain indispensable due…
使用 🤗 Transformers 與 Amazon SageMaker 進行分散式訓練：以 BART/T5 摘要生成模型為例
Hugging Face Blog1,938 days agoTutorialThis technical guide, published by Hugging Face in 2021, details how to use Amazon SageMaker's managed infrastructure and distributed training capabilities to…
Amazon SageMaker 與 Hugging Face 宣布深度合作：簡化企業級 NLP 模型訓練與部署★ 75
Hugging Face Blog1,954 days agoBusinessHugging Face has officially announced a deep partnership with Amazon Web Services (AWS), aimed at natively integrating the Hugging Face Transformers platform…
實戰分享：在 Google Cloud 上部署 Serverless Transformers Pipeline 的旅程
Hugging Face Blog1,959 days agoTutorialThis article is a hands-on experience report from the author on deploying a Hugging Face Transformers pipeline to a serverless environment on Google Cloud…
使用 🤗 Transformers 在 Hugging Face 中微調 Wav2Vec2 進行英文語音辨識 (ASR)★ 70
Hugging Face Blog1,965 days agoTutorialThis is a landmark technical tutorial published by the Hugging Face team in 2021, detailing how to fine-tune Meta AI's Wav2Vec2 model using the Hugging Face…
Hugging Face 讀書會：長文本 Transformer 模型技術解析與演進
Hugging Face Blog1,968 days agoCommentaryIn the field of natural language processing (NLP), the core of standard Transformer models (such as BERT and GPT-2) is the self-attention mechanism. However…
使用 Hugging Face Transformers 與 Ray 實現大規模檢索增強生成 (RAG)
Hugging Face Blog1,995 days agoTutorialRetrieval-Augmented Generation (RAG) is a powerful architecture that combines a "retriever" with a "generator." It enables language models to dynamically…
Hugging Face 支援 PyTorch / XLA：在 Google Cloud TPU 上加速 Transformer 模型訓練
Hugging Face Blog1,996 days agoReleaseHugging Face has announced a deep collaboration with Google Cloud, officially adding support for PyTorch/XLA within its ecosystem. The goal is to address the…
透過 DeepSpeed 與 FairScale 的 ZeRO 技術，讓 Hugging Face 訓練容納更多參數且速度更快★ 80
Hugging Face Blog2,017 days agoReleaseAs the parameter scale of Transformer models (such as GPT, T5, etc.) grows exponentially, deep learning faces a severe "Memory Wall" challenge. With limited…
Hugging Face 如何為 API 客戶將 Transformer 推理速度提升 100 倍
Hugging Face Blog2,018 days agoReleaseIn this technical blog post, the Hugging Face team reveals in detail how they achieved up to 100x speedup in inference for Transformer models for customers of…
將 Fairseq WMT19 翻譯系統移植至 Hugging Face Transformers
Hugging Face Blog2,094 days agoReleaseIn the field of natural language processing (NLP), machine translation has always been a core challenge. Facebook AI Research (FAIR) achieved outstanding…
Transformer 架構下的編碼器-解碼器（Encoder-Decoder）模型深度解析★ 70
Hugging Face Blog2,118 days agoTutorialThis classic blog post written by Hugging Face researcher Patrick von Platen takes a deep dive into the Transformer-based Encoder-Decoder model architecture…