Deep Learning and Computer Vision: A Comprehensive Overview

Deep Learning and Computer Vision: A Comprehensive Overview

This summer, Lei Feng Network will host the “Global Artificial Intelligence and Robotics Innovation Conference” (GAIR) in Shenzhen. At this conference, we will release the “Top 25 Innovative Companies in Artificial Intelligence and Robotics” list, and Huiyan Technology is one of the companies we are focusing on. Today, we have invited Li Hanxi, the R&D … Read more

Stanford CS231N Deep Learning and Computer Vision Part 6: Neural Network Structure and Activation Functions

Stanford CS231N Deep Learning and Computer Vision Part 6: Neural Network Structure and Activation Functions

This article is a Chinese version of the Stanford University CS231N course notes, authorized for translation and publication by Professor Andrej Karpathy of the Stanford course. This is a work by Big Data Digest, and unauthorized reproduction is prohibited. For specific requirements for reproduction, please see the end of the article. Machine Learning Online Training … Read more

Stanford CS231N Deep Learning and Computer Vision: Neural Network Training Insights

Stanford CS231N Deep Learning and Computer Vision: Neural Network Training Insights

This article is a translated version of the Stanford University CS231N course notes, authorized by Professor Andrej Karpathy of Stanford University. The Big Data Digest work is not allowed to be reproduced without authorization; specific requirements for reproduction can be found at the end of this article. Translation: Han Xiaoyang & Long Xincheng Editor’s Note: … Read more

Essential Computer Vision Techniques: Classification, Localization, Detection, and Segmentation

Essential Computer Vision Techniques: Classification, Localization, Detection, and Segmentation

New Intelligence Column Author: Zhang Hao [New Intelligence Guide] The author of this article comes from the Machine Learning and Data Mining Institute (LAMDA) of the Computer Science Department of Nanjing University. This article systematically summarizes the applications of deep learning in four fundamental tasks in the field of computer vision, including image classification, localization, … Read more

Ten Years of Computer Vision: Deep Learning’s Transformation

Ten Years of Computer Vision: Deep Learning's Transformation

Big Data Digest Production Compiled by: Digest Bacteria In recent years, the development of computer vision (CV) has surged, penetrating all aspects of our lives. To the public, this may seem like an exciting technological innovation; however, that is not entirely true. In fact, computer vision has decades of development history, laying a solid foundation … Read more

Comprehensive Collection of Common PyTorch Code Snippets

Comprehensive Collection of Common PyTorch Code Snippets

↑ ClickBlue Text Follow the Extreme Market Platform Author丨Jack Stark@Zhihu Source丨https://zhuanlan.zhihu.com/p/104019160 Extreme Market Guide This article is a collection of common code snippets in PyTorch, covering five aspects: basic configuration, tensor processing, model definition and operation, data processing, and model training and testing, along with several notable tips. The content is very comprehensive. Join the … Read more

A Collection of Common PyTorch Code Snippets

A Collection of Common PyTorch Code Snippets

Source | Jishi Platform Author | Jack Stark@Zhihu The best resources for PyTorch are the official documentation. This article is a collection of common PyTorch code snippets, with some modifications based on reference material [1](Zhang Hao: PyTorch Cookbook) for easier consultation during use. 1 Basic Configuration Import Packages and Check Versions import torch import torch.nn … Read more

Visualizing Neural Network Structures in PyTorch

Visualizing Neural Network Structures in PyTorch

Click on the “CVer“, and choose to “star” or “top” it Heavyweight content delivered at the first time Author: Tian Haishan https://zhuanlan.zhihu.com/p/66320870 This article is authorized, and no secondary reproduction is allowed without permission Installation You can install it using the following commands conda install pytorch-nightly -c pytorch conda install graphviz conda install torchvision conda … Read more

Building and Training Deep Learning Models with PyTorch

Building and Training Deep Learning Models with PyTorch

PyTorch occupies an important position in the field of deep learning. In real life, it is widely used in various areas such as image recognition and natural language processing. For example, in medical image diagnosis, models built with PyTorch can quickly and accurately identify lesions in X-ray and CT images; in intelligent customer service systems, … Read more

Power Load Forecasting Based on CNN-LSTM Network

Power Load Forecasting Based on CNN-LSTM Network

Meng Lei School of Electrical Engineering, Shaanxi University of Technology /Abstract:/ To timely grasp the changes in power load, accurate forecasting is essential. Therefore, a combined model of CNN and LSTM is explored to predict short-term fluctuations in power load from one day to one week. The CNN model is responsible for feature extraction from … Read more