Get Your GPU Ready for Deep Learning (With Code)

Get Your GPU Ready for Deep Learning (With Code)

Author: Saurabh Bodhe Translator: Chen Zhendong Proofreader: Che Qianzi This article is approximately 1000 words, suggested reading time is 5 minutes. This article discusses a tutorial on setting up a GPU-based TensorFlow platform using NVIDIA’s official tools. “Building Deep Learning on Google Cloud Platform”I know that building a high-end deep learning system based on GPU … Read more

How Deep Is Deep Learning?

How Deep Is Deep Learning?

PART01 Concept of Deep Learning Deep Learning (DL) was first proposed by G. E. Hinton and others at the University of Toronto in 2006. It is a machine learning (ML) process that derives a deep network structure with multiple layers based on sample data through certain training methods. Machine learning typically analyzes structured data using … Read more

Building Deep Neural Networks with C++ in TensorFlow

Building Deep Neural Networks with C++ in TensorFlow

Selected from Matrices.io Author: Florian Courtial Translated by Machine Heart Source: Robot Heart Contributors: Li Zenan, Jiang Siyuan The popular deep learning framework TensorFlow (The Chinese official account of TensorFlow was launched earlier this month) is built on C++, but the vast majority of people develop their models using TensorFlow in Python. With the improvement … Read more

Ultimate Guide to Installing PyTorch 2.2 with GPU

Ultimate Guide to Installing PyTorch 2.2 with GPU

1. Deep Learning Workstation 1.1 Configuration First, here is the computer configuration diagram: Upgraded the configuration using the company’s office computer. Except for the graphics card and power supply, other hardware is original from the company computer. 1.2 Graphics Card If you have the budget, go directly for RTX4090, but cannot reuse the company computer … Read more

Differences in Internal Structures of CNN, RNN, and DNN

Differences in Internal Structures of CNN, RNN, and DNN

In the field of deep learning, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), and Deep Neural Networks (DNN) are the three most widely researched and applied neural network models. They each have their own focus in terms of structure, function, and applicable scenarios, complementing each other. This article will provide a detailed analysis of … Read more

Step-by-Step Guide to Install TensorFlow GPU Version

Step-by-Step Guide to Install TensorFlow GPU Version

Introduction The main difference between the CPU version and the GPU version is the running speed; the GPU version runs faster. Therefore, if your computer’s graphics card supports CUDA, it is recommended to install the GPU version. The CPU version requires no additional preparation and can generally be installed on any computer without needing a … Read more