Author丨z.defying@Zhihu Source丨https://zhuanlan.zhihu.com/p/76459295 Editor | Jishi Platform For academic sharing only, please contact to delete if there is infringement Table of Contents 1. Specify GPU ID 2. View model output details for each layer 3. Gradient Clipping 4. Expand image dimensions 5. One-hot encoding 6. Prevent out-of-memory during model validation 7. Learning rate decay 8. Freeze … Read more
Hello everyone, I am Azheng. Today, I am excited to introduce a “martial arts master”—PyTorch, a Python library that is like a dynamic neural network superhero! With it, you can navigate the world of neural networks with ease. 1. Getting to Know PyTorch Imagine PyTorch as a magical “workshop” that specializes in creating amazing tools … Read more
Machine learning is rapidly integrating into business operations, becoming a cornerstone of enterprise operations. The emergence of this technology has brought many tangible impacts to various enterprises, such as improving processes, increasing efficiency, and accelerating innovation. The development of machine learning technology is changing rapidly, combined with high-performance computing options and vast amounts of data, … Read more
In an era where the demand for image recognition is experiencing explosive growth, visual content is continuously replacing traditional text content needs, leading to the development of more and more image recognition solution technologies. With the rapid development of image recognition technology, it has found widespread applications across various industries. Based on Amazon Web Services, … Read more
Author | Xiao Wei Produced by | Intelligent Evolution Theory WeChat Official Account: AImatters [Key Points] 1. Amazon SageMaker provides a well-equipped “central kitchen” for machine learning developers, allowing them to start cooking (training models) without having to build the kitchen themselves, as long as they bring their own ingredients (training data). 2. Through Amazon … Read more
In an era of explosive growth in image recognition demands, visual content is continuously replacing traditional text content needs, leading to the development of more image recognition solution technologies. With the rapid development of image recognition technology, it has found widespread applications across various industries. Based on Amazon Web Services, it can easily meet various … Read more
Hello everyone! I’m back! Today I want to introduce you to a super powerful machine learning development tool—the Amazon SageMaker Python SDK! It’s like a thoughtful AI assistant that helps us easily handle the training and deployment of machine learning projects. Want to train models in the cloud? Want to deploy machine learning services? It … Read more
The path to implementing AI is guided by cloud vendors. Nowadays, generative AI is experiencing explosive growth, with increasingly rich and diverse applications in artificial intelligence, such as text generation, image generation, knowledge Q&A, product design, and more innovations emerging continuously. However, the question arises: how can we better promote the implementation of generative AI … Read more
Cover Image: Airbnb Headquarters, Illustrated in March 2020 Recently, while exploring artificial intelligence, I felt that among the materials available, there is a lot of information that can yield results through programming steps, but many people regard this process as a black box. It is often said that we do not know why this process … Read more
Introduction: Deep learning can be applied in various fields, and the shapes of deep neural networks vary according to different application scenarios. The common deep learning models mainly include Fully Connected (FC), Convolutional Neural Network (CNN), and Recurrent Neural Network (RNN). Each of these has its own characteristics and plays an important role in different … Read more