The Slower Development of NLP Compared to CV

The Slower Development of NLP Compared to CV

Author | Howard Source | Zhihu 1. NLP’s Head Start The history of NLP development is quite early, as the need for language processing has existed since the invention of computers. Various string algorithms have been intertwined with the history of computer development. The great Chomsky proposed generative grammar, which is the most basic framework … Read more

Knowledge-Guided Natural Language Processing by Liu Zhiyuan

Knowledge-Guided Natural Language Processing by Liu Zhiyuan

Reprinted with permission from AI TIME Discussion Author: Liu Zhiyuan Editor: Gege “Language is like amber, preserving many precious and wonderful thoughts safely inside.” Since the dawn of humanity, natural language has carried the wisdom of generations, accumulating endless knowledge. This rich treasure of knowledge has attracted many curious AI researchers to cultivate, explore, and … Read more

Introduction to Natural Language Processing Tasks

Introduction to Natural Language Processing Tasks

Author: Le Yuquan, a master’s student at Hunan University, focusing on machine learning and natural language processing, has published several articles in conferences/journals such as IJCAI and TASLP. This article is a summary of the author’s learning process. Like-minded friends are welcome to follow the author’s WeChat public account “AI Beginner” for discussions and learning … Read more

Computer Vision: Practice Is More Important Than Theory!

Computer Vision: Practice Is More Important Than Theory!

Fingerprint unlocking, facial recognition, speech-to-text conversion, robots diagnosing illnesses, AlphaGo······ We have deeply felt that artificial intelligence is changing the way we work and perceive the world. According to a report by SAS on the readiness of enterprises for artificial intelligence, most companies believe that AI is still in its early stages, “Currently, many application … Read more

Understanding Backpropagation in Deep Learning

Understanding Backpropagation in Deep Learning

This article is a translated note of the Stanford University CS231N course, authorized by Professor Andrej Karpathy of Stanford University. This is a work of Big Data Digest, and unauthorized reproduction is prohibited. For specific requirements for reproduction, see the end of the article. Sign up now Machine Learning Training Registration is now open! Top-notch … Read more

Deep Dive Into Human Pose Recognition Algorithm Using PaddlePaddle

Deep Dive Into Human Pose Recognition Algorithm Using PaddlePaddle

With the development of deep learning technology, the detection of human skeletal key points has continuously improved and has been widely applied in fields related to computer vision, becoming the foundation for many computer vision tasks, including security, new retail, motion capture, human-computer interaction, and more. Now, the popular human pose recognition has also been … Read more

Stanford CS231N Deep Learning and Computer Vision: Image Classification and KNN

Stanford CS231N Deep Learning and Computer Vision: Image Classification and KNN

This article is a translated note of the Stanford University CS231N course, authorized for translation and publication by Professor Andrej Karpathy of Stanford University. This is a work from Big Data Digest, unauthorized reproduction is prohibited; specific requirements for reproduction can be found at the end of the article. Translation: Han Xiaoyang & Long Xincheng … Read more

Collection of PyTorch Tricks

Collection of PyTorch Tricks

Click the above “CVer” to choose to add “Star” or “Pin” Essential content delivered promptly Author: z.defying https://zhuanlan.zhihu.com/p/76459295 This article is authorized by the author, and reprinting is not allowed without permission Table of Contents: Specify GPU ID View details of each layer output of the model Gradient Clipping Expand the dimension of a single … Read more

Getting Started with PyTorch: A Powerful Deep Learning Framework

Getting Started with PyTorch: A Powerful Deep Learning Framework

PyTorch is a powerful deep learning framework that has become quite popular! Whether you’re working on computer vision or natural language processing, it can be extremely useful. Today, let’s discuss some basics of PyTorch and see why it is so well-loved. Tensors: The Core of PyTorch 1. A tensor is the basic data structure in … Read more

Implement Handwritten Digit Recognition with PyTorch

Implement Handwritten Digit Recognition with PyTorch

Hello everyone! I’m Dog Brother. Today, we are going to explore a super interesting project together: implementing handwritten digit recognition using PyTorch! This project will not only help us understand the basics of deep learning but also allow us to build a neural network model from scratch. I will guide you step by step in … Read more