Batch Normalization and Accelerating Training in C++

Batch Normalization and Accelerating Training in C++

Introduction: The Wonderful Collision of C++ and Neural Networks Today, the wave of AI is sweeping across the globe, from facial recognition payments to intelligent voice assistants, from precise medical imaging diagnosis to self-driving cars, the presence of neural networks is ubiquitous. It has become the core engine driving these innovative applications. In the realm … Read more

Weight Decay and Regularization in C++ Neural Networks

Weight Decay and Regularization in C++ Neural Networks

Introduction: The Fantastical World of C++ Neural Networks Today, the wave of AI is sweeping across the globe, and C++ neural networks play an extremely important role in this. From intelligent voice assistants that instantly understand and accurately respond to our needs, to self-driving cars that navigate smoothly on the road with precise perception and … Read more

Implementing Basic Functions of an Online Education Platform in C++

Implementing Basic Functions of an Online Education Platform in C++

1. Introduction: C++ Empowering Online Education In today’s digital wave, online education is thriving, shining like a brilliant star illuminating the learning paths of knowledge seekers. From K12 subject tutoring to vocational skills training, from hobby cultivation to higher education, knowledge in various fields is readily accessible online. According to authoritative data, in recent years, … 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

Cost-Effective Fine-Tuning with LoRA

Cost-Effective Fine-Tuning with LoRA

Selected from Sebastian Raschka’s blog Translated by Machine Heart Editor: Jiaqi This is the experience derived from hundreds of experiments by the author Sebastian Raschka, worth reading. Increasing the amount of data and the number of model parameters is a widely recognized direct method to improve neural network performance. Currently, mainstream large models have parameter … 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

ReLoRA: Efficient Large Model Training Through Low-Rank Updates

ReLoRA: Efficient Large Model Training Through Low-Rank Updates

This article focuses on reducing the training costs of large Transformer language models. The author introduces a low-rank update-based method called ReLoRA. A core principle in the development of deep learning over the past decade has been to “stack more layers,” and the author aims to explore whether stacking can similarly enhance training efficiency for … Read more

LoRA: The Nitrogen Accelerator for Large Models

LoRA: The Nitrogen Accelerator for Large Models

Selected from Raphael G’s blog Translated by Machine Heart Author: Raphael G Editor: Big Chicken Using LoRA to build faster AI models. AI models are becoming increasingly powerful and complex, and their speed has become one of the standards for measuring advancement. If AI is a luxury sports car, then the LoRA fine-tuning technology is … Read more

In-Depth Introduction to NVIDIA Jetson Products

In-Depth Introduction to NVIDIA Jetson Products

This article is organized from NVIDIA’s 2024 GTC lecture. Now, let’s dive deep into our Jetson platform. These are our Jetson Orin modules, and we have seven different modules covering the entire range from entry-level to high performance. The best part is that, unlike before, we have adopted a SOC (System on Chip) architecture across … Read more

Getting Started with BeagleBone AI64: A Unique Guide

Getting Started with BeagleBone AI64: A Unique Guide

If you don’t want to miss my updates, remember to go to the top right corner – view the official account – set it as a starred item, and take down the star to send it to me. The well-known development board brand BeagleBone has launched their AI development board BeagleBone AI64, which is said … Read more