Flipped Classroom Teaching Case for Programming Courses Based on Project-Based Learning

Flipped Classroom Teaching Case for Programming Courses Based on Project-Based Learning

0 Introduction The report of the 20th National Congress of the Communist Party of China clearly states: “Education, technology, and talent are the foundational and strategic support for the comprehensive construction of a modern socialist country”[1]. Since 2017, the Ministry of Education has actively promoted the construction of new engineering disciplines, raising new and higher … Read more

How to Pass the TensorFlow Developer Certification Exam

How to Pass the TensorFlow Developer Certification Exam

Author: Daniel Bourke Published on: 06/06/2020 Translator: Fang Xingxuan This article is 5600 words long and is recommended to be read in 10 minutes. This article summarizes the pre-exam preparation and answers to questions that may arise during the exam based on the author’s experience of taking the TensorFlow certification exam. Tags: Machine Learning | … 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

Top Ten Basic Operations of TensorFlow

Top Ten Basic Operations of TensorFlow

Click on the above “Beginner Learning Vision“, choose to add “Starred” or “Pinned“ Heavy content delivered first-hand TensorFlow is an open-source, Python-based machine learning framework developed by Google. It provides interfaces in multiple programming languages such as Python, C/C++, Java, Go, and R, and has rich applications in scenarios such as image classification, audio processing, … Read more

Understanding PyTorch Distributed Training

Understanding PyTorch Distributed Training

Follow us on WeChat “ML_NLP“ Add us to your “Favorites“, get heavy content delivered to you first! Source丨SenseTime Academic Editor丨Jishi Platform 0 Introduction With the widespread adoption of large-scale machine learning, the emergence of ultra-large deep learning models, and the rapid development of distributed learning methods such as federated learning, distributed machine learning model training … Read more

Practical Image Retrieval with Pytorch

Practical Image Retrieval with Pytorch

Click on the above “Beginner’s Visual Learning” to choose to add star or pin. Heavyweight content delivered first time With the emergence of e-commerce and online websites, the application of image retrieval in our daily lives has been increasing. Companies like Amazon, Alibaba, and Myntra have been heavily utilizing image retrieval technology. Of course, image … Read more

Understanding PyTorch Internals: Insights from Core Developer Edward Z. Yang

Understanding PyTorch Internals: Insights from Core Developer Edward Z. Yang

Follow the WeChat public account “ML_NLP“ Set as “Starred“, heavy content delivered instantly! Compiled by: Machine Heart, Author: Edward Z. Yang Edward Z. Yang, a PhD student at Stanford University and a research engineer at Facebook AI Research, is one of the core developers of the PyTorch open-source project. He gave a talk on the … Read more

Collection of Common PyTorch Code Snippets

Collection of Common PyTorch Code Snippets

Click the above “Beginner’s Guide to Vision“, select to add “Star” or “Pin“ Heavyweight content delivered first-hand Zhang Hao: Master’s student at the School of Computer Science, Nanjing University, focusing on computer vision and machine learning, particularly visual recognition and deep learning. Personal homepage: http://lamda.nju.edu.cn/zhangh/ Original Zhihu link: https://zhuanlan.zhihu.com/p/59205847? This code is based on PyTorch … Read more

PyTorch Data Import Mechanism and Standardized Code Template

PyTorch Data Import Mechanism and Standardized Code Template

Click the above “Beginner Learning Vision“, select to add “Star” or “Pin“ Important content delivered promptly As a popular deep learning framework, PyTorch seems to be surpassing TensorFlow in popularity. According to previous statistics, while TensorFlow still dominates the industry, PyTorch has gained a strong presence in top conferences in the fields of vision and … 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