[For Beginners] Introduction to Machine Learning with PyTorch! A Guide to Basic Usage, Practical Code, and Applications

"I want to start machine learning, but it seems difficult..." "Don't I need advanced knowledge of mathematics or programming?
note

Lecture 014 Python Practical Component Workshop - Saving Graphs as Images: Completing the CSV Sales Graph Creation Tool

Mika: "Professor, I can display the graph now. But it disappears when I close it, right?" Professor: "A clean-cut graph, isn't it? It appears, and once its job is done, it leaves no trace." Mika: ...
blog.jetbrains.com

Mellum2.1 Gets to Work: A Fast Open Model for Coding Agents

Trained with reinforcement learning in real environments, Mellum2.1 is built for coding agents and fast sub-agents that run ...
GitHub

scientific-visualization

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 250,000+ scientists worldwide. 177 ready-to-use validated skills plus 100+ scientific databases covering ...
GitHub

scientific-computing

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 250,000+ scientists worldwide. 177 ready-to-use validated skills plus 100+ scientific databases covering ...
blog.csdn

用Python API实现Lumerical光学仿真自动化与参数优化

光学仿真中，重复性的参数扫描与批量任务常让工程师陷入手工操作的困境。Lumerical Python API作为连接仿真引擎与Python生态的桥梁，彻底改变了这一局面。其核心原理是通过lumapi对象控制FDTD求解器，实现参数化建模、批量仿真运行、监视器数据提取以及自定义优化逻辑。技术价值在于将“改参数、跑 ...
blog.csdn

微电网调度中的MPC模型预测控制原理与Python实现

这篇文章就以微电网调度优化为场景，完整拆解MPC的核心原理、数学建模过程，并附上一份可运行的Python代码实现（基于cvxpy求解）。不吹不黑，我会把建模时容易踩的坑、调参时真正起作用的旋钮，以及仿真结果里值得关注的现象都讲清楚。适合正在做微电网能量管理、储能调度、或者刚接触MPC想 ...