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

Deep Dive Into C++ Virtual Function VTable: The Hero of Polymorphism

Deep Dive Into C++ Virtual Function VTable: The Hero of Polymorphism

C++’s polymorphism is one of its most powerful features and a cornerstone of object-oriented programming. Through polymorphism, we can call derived class functions using base class pointers or references without needing to know the specific derived class type. So, how is this “magic” achieved? The answer lies in the virtual table (vtable)! It is the … 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

Time Travel in C++: Implementing Static Polymorphism with CRTP

Time Travel in C++: Implementing Static Polymorphism with CRTP

Hey, friends! Hui Mei is back! 😄 Today we are going to talk about a topic that seems a bit ‘sci-fi’: CRTP (Curiously Recurring Template Pattern), which literally translates to ‘Curiously Recurring Template Pattern’. Don’t be scared by this name; it is actually a very practical C++ technique often used to achieve efficient static polymorphism. … Read more

Mastering Resource Management and Smart Pointers in C++

Mastering Resource Management and Smart Pointers in C++

In C++, resource management is a very important topic, especially when it comes to managing system resources such as memory, files, and network connections. C++ provides powerful tools and features to help programmers manage these resources efficiently and safely, with one of the key techniques being the application of smart pointers. In this article, we … Read more

Neural Network Weight Initialization Methods in C++

Neural Network Weight Initialization Methods in C++

1. Weight Initialization — The “Morning Star” of Neural Networks In the vast universe of neural networks, weight initialization serves as the morning star, guiding the direction of model training. It is not merely about randomly assigning initial values to weights; rather, it is a crucial factor that determines whether the model can learn efficiently … Read more

Mixed Precision Computation of Neural Network Models in C++

Mixed Precision Computation of Neural Network Models in C++

Introduction: The Rise of AI and Mixed Precision Computation In recent years, AI has become one of the hottest topics in the tech field, from intelligent voice assistants to image recognition software, from autonomous vehicles to precise medical diagnostics, AI is omnipresent, profoundly changing our lives and work methods. Behind this AI boom is the … Read more

Function Pointers and Callback Mechanism in C++: Write More Flexible Code

Function Pointers and Callback Mechanism in C++: Write More Flexible Code

Hello everyone! Today we are going to talk about a particularly practical and interesting topic—function pointers and callback mechanisms. In C++, function pointers are a tool that makes your code more flexible, allowing you to dynamically choose which function to execute at runtime. The callback mechanism is a classic application of function pointers, widely used … Read more

Understanding The Role of Static in C++

Understanding The Role of Static in C++

Hello everyone, today we are going to talk about the “static star” in C++ — <span>static</span>. This keyword seems simple at first glance, just six letters, but it plays multiple important roles in C++, involving different semantics for variables, functions, and classes. If you still regard <span>static</span> merely as a synonym for “static variable”, then … Read more

The Application of C++ in Device Driver Development

The Application of C++ in Device Driver Development

C++ is the “hardcore” force in device driver development 1. C++ Enters Device Driver Development In today’s digital wave, various electronic devices fill our lives, from smartphones and computers to cars and industrial robots, all relying on the silent support of device drivers. C++, as a powerful and widely used programming language, plays a crucial … Read more