訓練你的第一個 Decision Transformer：Hugging Face 官方強化學習教學★ 72
Hugging Face Blog1,376 days agoTutorialDecision Transformer (DT) is an innovative architecture that reframes reinforcement learning (RL) as a sequence modeling problem. Traditional reinforcement…
在 Hugging Face Spaces 上實現 3D 蛋白質結構互動式視覺化
Hugging Face Blog1,391 days agoTutorialWith breakthroughs in AI protein structure prediction technologies such as AlphaFold 2 and Meta's ESMFold, AI for Science has become one of the hottest…
使用 Hugging Face Transformers 與 Habana Gaudi 預訓練 BERT 模型
Hugging Face Blog1,393 days agoTutorialThis technical blog post from Hugging Face provides a detailed guide on how to use Intel's Habana Gaudi accelerators (HPUs) for BERT model pre-training. As…
在 Vertex AI 上部署 Hugging Face ViT (Vision Transformer) 影像分類模型
Hugging Face Blog1,396 days agoTutorialThis technical tutorial from the official Hugging Face blog provides a detailed walkthrough of how to deploy the popular computer vision model ViT (Vision…
在 Kubernetes 上使用 TF Serving 部署 Hugging Face ViT 視覺 Transformer 模型
Hugging Face Blog1,404 days agoTutorialThis technical guide from Hugging Face provides a detailed walkthrough of how to deploy the popular Vision Transformer (ViT) model onto a Kubernetes (K8s)…
自動化影像收集：利用 CLIP 與 LAION-5B 獲取成千上萬張帶標籤的圖片
Replicate Blog1,410 days agoTutorialIn the fields of artificial intelligence and computer vision, collecting high-quality, labeled image datasets is typically a time-consuming and tedious task…
Nyströmformer：透過 Nyström 方法以線性時間與記憶體複雜度逼近 Self-Attention
Hugging Face Blog1,413 days agoReleaseThis Hugging Face blog post provides a detailed introduction to Nyströmformer, a Transformer variant designed to overcome the bottleneck of processing long…
使用 TensorFlow 與 XLA 加速文本生成
Hugging Face Blog1,419 days agoTutorialThis Hugging Face technical blog post takes an in-depth look at how to use TensorFlow's XLA (Accelerated Linear Algebra) compiler to dramatically speed up the…
在 Hugging Face 中使用 TF Serving 部署 TensorFlow 視覺模型
Hugging Face Blog1,421 days agoTutorialThis is an official technical guide published by Hugging Face, designed to help developers deploy TensorFlow computer vision models from the Hugging Face Hub…
Hugging Face 實戰教學：如何利用 Transformers 進行 Twitter (X) 貼文情緒分析
Hugging Face Blog1,439 days agoTutorialThis hands-on guide from the official Hugging Face blog provides a detailed walkthrough of how to use natural language processing (NLP) techniques to perform…
使用 Space Invaders 實作深度 Q 學習 (Deep Q-Learning)
Hugging Face Blog1,469 days agoTutorialThis article is Unit 3 of Hugging Face's free Deep Reinforcement Learning course, covering the topic of Deep Q-Learning (DQN). In traditional Q-Learning, we…
詳解擴散模型：The Annotated Diffusion Model 程式碼與原理實戰指南★ 85
Hugging Face Blog1,469 days agoTutorialThis classic blog post from Hugging Face, "The Annotated Diffusion Model," is an essential guide for learning about generative AI image synthesis. Modeled…
限制 CLIPDraw：可微程式設計與生成藝術模型的優化實踐
Replicate Blog1,480 days agoTutorial### What is CLIPDraw? CLIPDraw is a technique that uses OpenAI's CLIP model to guide the drawing of images through vector strokes (Bezier curves). Unlike…
Graphcore 與 Hugging Face 推出全新支援 IPU 的 Transformers 模型陣容
Hugging Face Blog1,481 days agoReleaseIn May 2022, Hugging Face — the leading open-source AI community — and Graphcore, the UK-based AI chip design company, jointly announced the launch of a new…
深度強化學習 Q-Learning 實戰指南（下）：從演算法步驟到動手實作
Hugging Face Blog1,487 days agoTutorialThis blog post is the second part (hands-on edition) of the Q-Learning section in Hugging Face's Deep Reinforcement Learning Class. The article aims to…
Hugging Face 與 Habana Labs 合作加速 Transformer 模型訓練
Hugging Face Blog1,525 days agoReleaseHugging Face and Intel's Habana Labs have officially announced a partnership aimed at providing the community with more efficient and cost-effective solutions…
Hugging Face 的設計哲學：為什麼我們反其道而行，選擇「重複程式碼」？★ 85
Hugging Face Blog1,532 days agoOpinionThis classic blog post from Hugging Face examines the tension between software engineering principles and the demands of machine learning (ML) research…
Hugging Face 正式引入 Decision Transformers：將強化學習視為序列建模任務
Hugging Face Blog1,540 days agoReleaseHugging Face has announced official support for the Decision Transformer (DT) in its renowned `transformers` library. This represents a new paradigm that…
使用自定義資料集微調 SegFormer 語義分割模型
Hugging Face Blog1,551 days agoTutorialThis practical tutorial from Hugging Face provides a detailed guide on how to fine-tune the SegFormer model on a custom dataset for semantic segmentation…
使用 Hugging Face Transformers 與 AWS Inferentia 加速 BERT 推論
Hugging Face Blog1,552 days agoTutorialWhen deploying large language models such as BERT in production environments, inference latency and computational cost are often two major pain points for…
BERT 101：最先進的 NLP 模型完整原理解析
Hugging Face Blog1,566 days agoTutorialBERT (Bidirectional Encoder Representations from Transformers) is a landmark natural language processing (NLP) model proposed by Google in 2018. This Hugging…
在 🤗 Transformers 中使用 Wav2Vec2 處理超長音檔的自動語音辨識 (ASR)
Hugging Face Blog1,595 days agoTutorialIn the field of automatic speech recognition (ASR), Wav2Vec2 is a revolutionary model, but it faces a significant challenge when processing long audio files…
案例研究：使用 Hugging Face Infinity 與現代 CPU 實現毫秒級延遲
Hugging Face Blog1,614 days agoNew ToolThis case study focuses on the performance of "Hugging Face Infinity" — Hugging Face's high-performance inference container solution — on modern CPUs…
在 🤗 Transformers 中使用 n-gram 提升 Wav2Vec2 語音識別效能
Hugging Face Blog1,615 days agoTutorialThis technical blog post from Hugging Face introduces how combining n-gram language models (LMs) can significantly improve the performance of Wav2Vec2…
使用 AutoNLP 與 Prodigy 進行主動學習 (Active Learning)
Hugging Face Blog1,635 days agoTutorialThis blog post introduces the integration of Hugging Face's AutoNLP (now evolved into AutoTrain) with Prodigy, the popular data annotation tool developed by…
Perceiver IO：可擴展且適用於任何模態的全注意力機制模型★ 70
Hugging Face Blog1,643 days agoReleaseThis article introduces DeepMind's Perceiver IO model and its integration into the Hugging Face Transformers library. Traditional Transformer models, while…
Hugging Face 推出首個 Unity ML-Agents 強化學習環境「Snowball Fight ☃️」
Hugging Face Blog1,656 days agoReleaseHugging Face announced the launch of its first custom virtual environment built on Unity ML-Agents: "Snowball Fight." This marks Hugging Face's formal…
利用 Intel 技術加速 PyTorch 分散式微調
Hugging Face Blog1,669 days agoTutorialWhile GPUs dominate deep learning training today, a collaboration between Intel and Hugging Face demonstrates that through software and hardware optimization…
使用 🤗 Transformers 微調 XLSR-Wav2Vec2 以進行低資源語音辨識 (ASR)
Hugging Face Blog1,673 days agoTutorialAutomatic speech recognition (ASR) has achieved remarkable success for resource-rich languages such as English and standard Mandarin, but building…
在現代 CPU 上擴展 BERT 類模型的推理效能 - 第二部分
Hugging Face Blog1,684 days agoTutorialThis blog post is the second part of a technical guide co-authored by Hugging Face and Intel, designed to show developers how to push the inference performance…