#Codebase

PHPArkitect facilitates maintaining consistent and reliable codebases in PHP by integrating architectural constraint checks. It enables developers to define rules in an intuitive PHP syntax, improving overall code structure and maintainability. Easily installable using Composer or a Phar file, PHPArkitect offers features such as baseline violation handling and rule builders tailored for diverse code assessments. Additionally, its Laravel integration includes preset rules to simplify architecture reinforcement in projects.

Pointcept offers a robust framework for point cloud perception research, incorporating models such as Point Transformer V3 and OA-CNNs. It supports extensive 3D representation learning, integrating a vast array of datasets and tasks like semantic and instance segmentation. As a pivotal resource in 3D model training, Pointcept is an invaluable tool for researchers delving into cutting-edge computer vision and perception capabilities.

The repository offers a detailed collection of datasets, codes, and scholarly articles related to Multi-Task Learning from a machine learning perspective. It covers extensive topics such as benchmarks in domains like computer vision, NLP, robotics, and recommendation systems. The project also delves into various architectures including hard and soft parameter sharing, and explores optimization techniques essential for advancing MTL. Open to contributions, this platform aims to support collaboration and improve multi-tasking methodologies, facilitating researchers and industry experts in addressing complex challenges effectively.