Master Deep Learning: 8 Free Books for Guidance

Master Deep Learning: 8 Free Books for Guidance

Deep learning is the latest trend in machine learning, but what exactly is deep learning, and how can we further our studies? To address these questions, this article lists 8 free deep learning books. Deep Learning (Deep Learning) by Ian Goodfellow, Yoshua Bengio, and Aaron Courville Also known as the “Flower Book,” this textbook on … Read more

Understanding Transformer Source Code in PyTorch

Understanding Transformer Source Code in PyTorch

Follow the public account “ML_NLP“ and set it as “Starred“, to receive heavy content promptly! Reprinted from | PaperWeekly©PaperWeekly Original · Author | SherlockSchool | Suzhou University of Science and Technology undergraduateResearch Direction | Natural Language Processing Word Embedding The Transformer is essentially an Encoder. Taking the translation task as an example, the original dataset … Read more

Introduction to PyTorch Deep Learning Framework

Introduction to PyTorch Deep Learning Framework

Python Chinese CommunityGlobal Python Chinese Developers’ Spiritual Tribe In this article, you will learn about 1. How to import datasets using PyTorch 2. How to build a simple deep learning model using PyTorch 3. How to optimize and train the model we built Note: The version of PyTorch used in this example is 0.4 Introduction … Read more

Multi-Task Loss in Pytorch: Add or Backward Separately?

MLNLP ( Machine Learning Algorithms and Natural Language Processing ) community is a well-known natural language processing community at home and abroad, covering domestic and foreign NLP master’s and doctoral students, university teachers, and corporate researchers.The vision of the community is to promote communication between the academic and industrial circles of natural language processing and … Read more

Pytorch – Simple Implementation of Elastic Training

Pytorch - Simple Implementation of Elastic Training

MLNLP ( Machine Learning Algorithms and Natural Language Processing ) community is a well-known natural language processing community at home and abroad, covering domestic and foreign NLP master’s and doctoral students, university teachers, and corporate researchers.The vision of the community is to promote communication between the academic and industrial circles of natural language processing and … Read more

Derivation and Implementation of Convolution Operators Based on Pytorch

Derivation and Implementation of Convolution Operators Based on Pytorch

Click the above“Beginner Learning Vision” and choose to add “Star” or “Top“ Important content delivered promptly Author丨Linglong@Zhihu (Authorized)Source丨https://zhuanlan.zhihu.com/p/577295030Editor丨Jishi Platform Jishi Guide This article first introduces the automatic differentiation method of computational graphs, then derives the gradients of Kernel and Input in convolution operations, and subsequently implements the convolution operator based on Pytorch and performs correctness … Read more

Neural Network Time Series Forecasting with PyTorch-Forecasting

Neural Network Time Series Forecasting with PyTorch-Forecasting

PyTorch-Forecasting[1] makes time series forecasting using neural networks simple for data scientists and researchers. Why Accurate Forecasting is So Important? Forecasting time series is crucial in many scenarios and is highly relevant to machine learning practitioners. Take demand forecasting as an example, many use cases stem from this. Almost every manufacturer benefits from a better … Read more

What Is Generative Artificial Intelligence?

What Is Generative Artificial Intelligence?

Generative Artificial Intelligence Definition   Generative artificial intelligence is a branch of artificial intelligence that involves technologies that generate text, images, sound, video, code, and other content based on algorithms, models, and rules. This technology can generate content with a certain level of logic and coherence by relying on pre-trained multimodal foundation models and using relevant … Read more

Understanding Generative Artificial Intelligence

Understanding Generative Artificial Intelligence

With the popularity of AI products like ChatGPT and Wenxin Yiyan, generative AI has become a hot topic of discussion. But why do we need to add the word “generative” in front of AI? Is there another type of AI? 1 What Exactly Is Generative AI? If we simply categorize artificial intelligence by its purpose, … Read more

GNN Tutorial: Basics of Graph Neural Networks

GNN Tutorial: Basics of Graph Neural Networks

Click on the above“Beginner’s Visual Learning”, choose to add Star or Pin. Essential content delivered to you first-hand. Basic Knowledge The Graph Convolutional Network (GCN) is a type of generalized neural network structure based on graph structures that has gained widespread attention and research from scholars in recent years due to its unique computational capabilities. … Read more