Everyone Can Enter The Two-Dimensional World! This GAN Network Generates Anime Characters in Different Styles!

Everyone Can Enter The Two-Dimensional World! This GAN Network Generates Anime Characters in Different Styles!

Click the card below to follow the “Computer VisionDaily” public account AI/CV heavy content delivered promptly Reprinted from: Machine Heart | Edited by: Du Wei, Chen Ping An input facial image can actually generate diverse styles of anime characters. Researchers from the University of Illinois at Urbana-Champaign have achieved this with a novel GAN transfer … Read more

Generative Adversarial Networks (GAN) Overview

Generative Adversarial Networks (GAN) Overview

1. Introduction Generative Adversarial Networks (GAN) is a deep learning model framework proposed by Ian Goodfellow and his team in 2014, first published in the paper “Generative Adversarial Networks”. Before the rise of deep learning, the main research directions for generative models included probabilistic graphical models (such as Hidden Markov Models (HMM)), variational inference methods … Read more

Visualizing LSTM Model Structure

Visualizing LSTM Model Structure

Source: Deep Learning Enthusiasts Author on Zhihu | Master Su Link | https://zhuanlan.zhihu.com/p/139617364 This article is about 3200 words, and it is recommended to read in 5 minutes This article introduces the visualization of the LSTM model structure. Recently, I have been studying the application of LSTM in time series prediction, but I encountered a … Read more

Grok-1 Inference Accelerated by 3.8 Times with PyTorch+HuggingFace

Grok-1 Inference Accelerated by 3.8 Times with PyTorch+HuggingFace

Mingmin from QbitAI | WeChat Official Account Elon Musk delivers on his promise by open-sourcing Grok-1, and the open-source community is ecstatic. However, there are still some challenges for modifications or commercial use based on Grok-1: Grok-1 is built with Rust+JAX, which poses a high entry barrier for users accustomed to the mainstream software ecosystem … Read more

Fine-Tuning Llama 3 with Hugging Face for $250

Fine-Tuning Llama 3 with Hugging Face for $250

Reporting by Machine Heart Editor: Zhao Yang Fine-tuning large language models has always been easier said than done. Recently, Hugging Face’s technical director, Philipp Schmid, published a blog that details how to fine-tune large models using libraries and FSDP and Q-Lora available on Hugging Face. We know that open-source large language models like Llama 3 … Read more

Running HuggingFace DeepSeek V2 on Single Node A800

Running HuggingFace DeepSeek V2 on Single Node A800

0x0. Background Trying to run the DeepSeek V2 released on HuggingFace, I encountered several issues. Here are the solutions. The open-source DeepSeek V2 repo link provided by HuggingFace is: https://huggingface.co/deepseek-ai/DeepSeek-V2 0x1. Error 1: KeyError: ‘sdpa’ This issue has also been reported by the community. https://huggingface.co/deepseek-ai/DeepSeek-V2/discussions/3 Insert image description here The solution is quite simple; just … Read more

Detailed Explanation of HuggingFace BERT Source Code

Detailed Explanation of HuggingFace BERT Source Code

Follow the official account “ML_NLP“ Set as “Starred“, heavy content delivered first-hand! Reprinted from | PaperWeekly ©PaperWeekly Original · Author | Li Luoqiu School | Master’s Student at Zhejiang University Research Direction | Natural Language Processing, Knowledge Graphs This article records my understanding of the code in the HuggingFace open-source Transformers project. As we all … Read more

Challenges of Training BERT and ViT with Single GPU in One Day

Challenges of Training BERT and ViT with Single GPU in One Day

Pine from Aofeisi Quantum Bit | Official Account QbitAI What can you achieve by training BERT on a single GPU in just one day? Now, researchers have finally done this, exploring the true performance of language models under limited computational conditions. In the past, most professionals focused on the performance of language models under extreme … Read more

Practical Guide to Object Detection Using Vision Transformer

Practical Guide to Object Detection Using Vision Transformer

Click the card below to follow the WeChat public account “Python for Beginners” Object detection is a core task in computer vision that drives the development of technologies ranging from autonomous vehicles to real-time video surveillance. It involves detecting and locating objects within an image, and recent advances in deep learning have made this task … Read more

Hands-On Coding to Learn Transformer Principles

Hands-On Coding to Learn Transformer Principles

AliMei Guide Learn about Transformer, and come write one with the author. As an engineering student, when learning about Transformer, it always feels like understanding is not solid enough unless I write one myself. Knowledge gained from books is often superficial; true understanding requires practice, so take time to debug a few times! Note: No … Read more