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Scientific Computing and Machine Learning Course

mybinder.org/v2/gh/sim42/SCML/HEAD

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Name		Name	Last commit message	Last commit date
Latest commit History 53 Commits
Chapter01		Chapter01
Chapter02		Chapter02
Chapter03		Chapter03
Chapter04		Chapter04
Chapter05		Chapter05
Chapter06		Chapter06
Chapter07		Chapter07
Chapter08		Chapter08
Chapter09		Chapter09
Chapter10		Chapter10
Chapter11		Chapter11
Chapter12		Chapter12
Draft		Draft
LICENSE		LICENSE
README.md		README.md
requirements.txt		requirements.txt

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科学计算和人工智能

Scientific Computing and Machine Learning

This is a 48 hours programe for graduate students who have no experience in HPC or ML but basic know-how in coding.

Chapter01 科学计算和Python

Chapter02 数值计算和NumPy

Chapter03 符号计算和SymPy

Chapter04 数据可视化和Matplotlib

Chapter05 方程求解和函数优化

Chapter06 数值积分和微分方程

Chapter07 分子动力学和有限元

Chapter08 数据分析和统计

Chapter09 机器学习回归和分类

Chapter10 支持向量机和决策树

Chapter11 多层感知机和卷积神经网络

Chapter12 机器学习分子动力学

下载课程源文件：https://github.com/sim42/SCML

查看课程源文件：https://nbviewer.org/github/sim42/SCML/tree/main/

执行课程源文件：https://mybinder.org/v2/gh/sim42/SCML/HEAD

参考书目

《Python科学计算和数据科学应用》

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Scientific Computing and Machine Learning Course

mybinder.org/v2/gh/sim42/SCML/HEAD

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