Databricks 與 Hugging Face 深度合作：大型語言模型（LLM）訓練與微調速度提升高達 40%★ 70
Hugging Face Blog1,145 days agoBusinessThis case study introduces a deep technical collaboration between Databricks and Hugging Face, aimed at addressing the efficiency and cost challenges…
Snorkel AI 攜手 Hugging Face：為企業解鎖基礎模型的力量
Hugging Face Blog1,165 days agoBusinessWith the explosion of foundation models and large language models (LLMs), enterprises are eager to incorporate these powerful technologies into real-world…
StackLLaMA：使用 RLHF 微調 LLaMA 模型的實戰指南★ 80
Hugging Face Blog1,166 days agoTutorialThis classic blog post from Hugging Face provides an extremely valuable hands-on guide for the open-source community, detailing how to fine-tune the LLaMA…
使用 diffusers 訓練你自己的 ControlNet 模型★ 75
Hugging Face Blog1,178 days agoTutorialControlNet is a revolutionary technique that allows users to provide additional spatial conditioning — such as Canny edges, human pose skeletons, and depth…
如何使用 Alpaca-LoRA 微調出類似 ChatGPT 的專屬模型★ 72
Replicate Blog1,179 days agoTutorialAfter ChatGPT swept the globe in early 2023, the open-source community was desperately searching for self-controllable, low-cost alternatives. Meta's release…
在自己的電腦上訓練與運行 Stanford Alpaca 模型
Replicate Blog1,186 days agoTutorialIn March 2023, Stanford University released the Alpaca model — a fine-tuned version of Meta's LLaMA-7B model trained on 52,000 instruction-following examples…
在 24GB 消費級 GPU 上使用 RLHF 微調 20B 大型語言模型★ 85
Hugging Face Blog1,193 days agoReleaseThis technical blog post from Hugging Face introduces how to combine TRL (Transformer Reinforcement Learning) and PEFT (Parameter-Efficient Fine-Tuning)…
Hugging Face 推出 PEFT 庫：用更低的硬體成本高效微調大型語言模型★ 85
Hugging Face Blog1,220 days agoNew ToolAs the parameter scale of large language models (LLMs) continues to grow, full fine-tuning has become prohibitively expensive and impractical. To lower the…
使用 LoRA 進行高效 Stable Diffusion 微調：Hugging Face 官方指南★ 85
Hugging Face Blog1,235 days agoTutorialThis classic blog post from Hugging Face provides a detailed guide on how to use LoRA (Low-Rank Adaptation) technology to efficiently fine-tune Stable…
Optimum + ONNX Runtime：讓 Hugging Face 模型訓練更簡單、更快速★ 75
Hugging Face Blog1,237 days agoReleaseAs the scale of deep learning models (such as Transformers) continues to grow, training these models demands enormous computational resources and time. To help…
訓練與推論速度大對決：Habana Gaudi®2 效能超越 Nvidia A100 80GB
Hugging Face Blog1,278 days agoCommentaryAs large language models (LLMs) and generative AI exploded in popularity, demand for computing power surged dramatically, leaving Nvidia GPUs (such as the…
使用深度學習進行蛋白質分析：Hugging Face 實戰指南★ 75
Hugging Face Blog1,290 days agoTutorial### The Rise of Protein Deep Learning Following the success of AlphaFold 2, artificial intelligence has achieved a revolutionary breakthrough in structural…
使用 🤗 Transformers 微調 Whisper 進行多語言語音辨識 (ASR)★ 80
Hugging Face Blog1,319 days agoTutorialOpenAI's Whisper is a powerful automatic speech recognition (ASR) model. While its zero-shot capabilities are impressive, there remains significant room for…
從 PyTorch DDP 到 Accelerate 再到 Trainer：輕鬆掌握分散式訓練★ 75
Hugging Face Blog1,332 days agoTutorialThis classic technical blog post from Hugging Face systematically guides developers in understanding and mastering distributed training techniques within the…
如何訓練與微調 Sentence Transformers 模型：Hugging Face 官方實戰指南★ 75
Hugging Face Blog1,404 days agoTutorialThis is a practical guide authored by Hugging Face, aimed at teaching developers how to train and fine-tune Sentence Transformers models to generate…
Hugging Face 實戰教學：如何利用 Transformers 進行 Twitter (X) 貼文情緒分析
Hugging Face Blog1,438 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…
啟航！如何開始你的第一個機器學習專案 🚀
Hugging Face Blog1,446 days agoTutorialThis official blog post from Hugging Face aims to provide ML beginners with a clear, approachable entry point into the field. In the past, starting an ML…
使用 PyTorch Fully Sharded Data Parallel (FSDP) 加速超大型模型訓練★ 75
Hugging Face Blog1,504 days agoReleaseAs AI model scale has grown exponentially, training large models with billions of parameters has become the norm — but this also presents enormous hardware…
使用自定義資料集微調 SegFormer 語義分割模型
Hugging Face Blog1,550 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…
BERT 101：最先進的 NLP 模型完整原理解析
Hugging Face Blog1,565 days agoTutorialBERT (Bidirectional Encoder Representations from Transformers) is a landmark natural language processing (NLP) model proposed by Google in 2018. This Hugging…
使用 🤗 Transformers 微調 ViT 進行影像分類教學★ 70
Hugging Face Blog1,584 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 Blog1,593 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…
使用 AutoNLP 與 Prodigy 進行主動學習 (Active Learning)
Hugging Face Blog1,634 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…
利用 Intel 技術加速 PyTorch 分散式微調
Hugging Face Blog1,668 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 Blog1,672 days agoTutorialAutomatic speech recognition (ASR) has achieved remarkable success for resource-rich languages such as English and standard Mandarin, but building…
微調 CLIP 模型以辨識遙測（衛星）影像與文本描述
Hugging Face Blog1,705 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)…
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 Blog1,893 days agoTutorialThis technical guide, published by Hugging Face in 2021, details how to use Amazon SageMaker's managed infrastructure and distributed training capabilities to…
使用 🤗 Transformers 在 Hugging Face 中微調 Wav2Vec2 進行英文語音辨識 (ASR)★ 70
Hugging Face Blog1,920 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…
利用預訓練語言模型權重「熱啟動」Encoder-Decoder 模型
Hugging Face Blog2,043 days agoTutorialIn the field of natural language processing (NLP), sequence-to-sequence (Seq2Seq) models — such as those used for translation or summarization — typically…
使用 Transformers 與 Ray Tune 進行超參數搜尋
Hugging Face Blog2,050 days agoTutorialThis classic article from the official Hugging Face blog provides a detailed guide on how to integrate Hugging Face's `Transformers` library with the powerful…