Neural Network Model Evaluation and Performance Analysis in C++

Neural Network Model Evaluation and Performance Analysis in C++

Introduction: The Wonderful Collision of C++ and Neural Networks In today’s digital age, artificial intelligence is like a magical force, quietly yet profoundly integrated into every aspect of our lives. When you open an e-commerce app, the precisely recommended products seem to read your mind; during your drive, intelligent navigation plans the optimal route in … Read more

Quantization and Precision Optimization of Neural Network Models in C++

Quantization and Precision Optimization of Neural Network Models in C++

1. Introduction: The Wonderful Collision of C++ and Neural Networks In today’s technological wave, neural networks are undoubtedly a shining star, driving the field of artificial intelligence forward at an astonishing pace. From accurately identifying various objects in image recognition to enabling smooth human-computer dialogue in natural language processing, and assisting doctors in detecting disease … Read more

Visualization and Analysis Tools for Neural Network Models in C++

Visualization and Analysis Tools for Neural Network Models in C++

Introduction: Entering the World of Neural Network Visualization In today’s technological wave, neural networks are undoubtedly a shining star, driving artificial intelligence to expand its horizons across various fields with their powerful learning and prediction capabilities. From image recognition, voice interaction, to intelligent driving, the presence of neural networks is ubiquitous. In the development and … Read more

Understanding LoRA from a Gradient Perspective

Understanding LoRA from a Gradient Perspective

©PaperWeekly Original · Author | Su Jianlin Affiliation | Zhuiyi Technology Research Area | NLP, Neural Networks With the popularity of ChatGPT and its alternatives, various parameter-efficient fine-tuning methods have also gained traction, among which one of the most popular is the focus of this article, LoRA, originating from the paper “LoRA: Low-Rank Adaptation of … Read more

Latest Advances in LoRA: A Comprehensive Review

Latest Advances in LoRA: A Comprehensive Review

Abstract——The rapid development of foundational models——large-scale neural networks trained on diverse and extensive datasets——has revolutionized artificial intelligence, driving unprecedented advancements in fields such as natural language processing, computer vision, and scientific discovery. However, the enormous parameter counts of these models, often reaching billions or even trillions, pose significant challenges in adapting them to specific downstream … Read more

ICLR 2020 | Simplifying Cryptographic Algorithms: SJTU’s Approach to Privacy in Mid-Level Features Using Complex Neural Networks

ICLR 2020 | Simplifying Cryptographic Algorithms: SJTU's Approach to Privacy in Mid-Level Features Using Complex Neural Networks

Machine Heart Report Machine Heart Editorial Team The top AI conference ICLR 2020 will be held on April 26 in Addis Ababa, Ethiopia. Among the final 2594 submitted papers, 687 were accepted, with an acceptance rate of 26.5%. This article introduces a paper accepted by the team of Zhang Quanshi from Shanghai Jiao Tong University … Read more