Machine Learning Practice: Linear Regression, Nonlinear Regression, and MNIST Handwritten Digit Recognition
After completing "Plain Deep Learning and TensorFlow," I gained a basic understanding of fundamental neural network architectures like BP networks, CNNs, and RNNs. The underlying algorithms aren't particularly complex; for instance, BP networks can be understood with basic calculus and probability theory. CNNs incorporate well-establi ...
Posted on Sun, 20 Sep 2026 16:22:28 +0000 by Barkord
Deploying YOLOv9 Object Detection and Instance Segmentation Models with OpenVINO™ C# API
YOLOv9 represents the latest advancement in the YOLO family of real-time object detection models, offering significant improvements in accuracy, speed, and efficiency. It introduces novel architectural components such as Generalized ELAN (GELAN) and Programmable Gradient Information (PGI) to mitigate information loss in deep networks and enhanc ...
Posted on Sun, 20 Sep 2026 16:21:38 +0000 by padiwak
Implementing Asynchronous Operations in OpenHarmony NAPI with Callbacks and Promises
This article builds upon the foundation of porting third-party libraries to OpenHarmony NAPI. We'll modify the hellonapi.cpp and index.ets files to explore asynchronous operations using Promises and Callbacks within the NAPI framework. This guide includes three examples: a Callback-based asynchronous interface, a Promise-based asynchronous inte ...
Posted on Sun, 20 Sep 2026 16:19:52 +0000 by scliburn
Python Socket Programming for Network Communication
Understanding HTTP, Socket, TCP, and UDP Concepts
The five-layer network model outlines the communication process between servers. HTTP implements various functions by adhering to speciifc protocol specifications.
Socket acts as an abstraction layer, allowing direct interaction with TCP and UDP without dealing with HTTP protocols.
TCP (Transmis ...
Posted on Sun, 20 Sep 2026 16:18:54 +0000 by xeross
Java Interfaces, Polymorphism, Lambda, Inner Classes, Enums, Annotations, and Wrapper Classes
Interfaces
An interface in Java is a contract that defines a set of abstract behaviors. It enables decoupling and polymorphism without forcing a rigid inheritance hierarchy.
1.1 Refactoring a Student Management System with Interfaces
Replacing a fixed-length array with ArrayList removes the need for manual resizing. The steps:
Create a new ...
Posted on Sun, 20 Sep 2026 16:17:58 +0000 by foreverdita
Standalone Django Testing Configuration and Comprehensive ORM Operations
Initializing the Framework Environment
To execute framework-specific database interactions from an isolated Python script outside the standard command-line utilities, the application configuration must be explicitly loaded. This routine requires defining the settings module path and invoking the environment setup prior to importing any model cl ...
Posted on Sun, 20 Sep 2026 16:18:08 +0000 by JoeCrane
Algorithmic Solutions for Dynamic Programming and String Manipulation
Calculating Dice Roll CombinationsGiven d identical dice, each with f faces labeled from 1 to f, the objective is to determine the number of ways to achieve a specific sum target when rolling all dice. The result should be returned modulo 10^9 + 7.A recursive approach with memoization efficiently solves this by breaking the problem down into sm ...
Posted on Sun, 20 Sep 2026 16:15:08 +0000 by Floodboy
Implementing Elias Delta Encoding in Python
Understanding Elias Delta Encoding
Elias Delta encoding is a universal code used for representing positive integers. It's particularly efficient for compressing integers that follow a geometric distribution. This encoding method builds upon the concept of Elias Gamma encoding, adding an extra layer of compression.
Binary Representation Without ...
Posted on Sun, 20 Sep 2026 16:14:52 +0000 by DustParticle
Solutions to ARC143 Problems: Three Integers, Counting Grids, and Piles of Pebbles
T1 Three Integers
Problem Statement
Given three integers A, B, and C, there are two operations:
Operation 1: Choose two numbers and decrement each by 1.
Operation 2: Choose all three numbers and decrement each by 1.
The goal is to reduce all three numbers to 0. If impossible, output -1.
Solution Approach
A key insight is that any operation sh ...
Posted on Sun, 20 Sep 2026 16:12:21 +0000 by evlive
RF Optimization and Layer-3 Roaming Across VLANs in WLAN Networks
Business Requirements
Employees access the network via WLAN to support mobile working needs.
Seamless roaming across VLANs within coverage areas should not affect ongoing user services.
Network Configuration Requirements
AC networking mode: Out-of-band three-layer networking.
DHCP deployment:
AC acts as DHCP server for APs.
Aggregation swit ...
Posted on Sun, 20 Sep 2026 16:12:45 +0000 by NargsBrood