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carrie2001's Projects

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BFGS/Newton/FR共轭梯度/DFP求Shubert函数极小值

bp-algorithm icon bp-algorithm

一文彻底搞懂BP算法:原理推导+数据演示+项目实战

code icon code

Code for the book "Mastering OpenCV with Practical Computer Vision Projects" by Packt Publishing 2012.

decision_tree icon decision_tree

在西瓜数据集2.0上基于信息增益准则生成决策树

islr-python icon islr-python

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

knight-s-tour icon knight-s-tour

My efficient sloutions to Knight's tour problem, 马踏棋盘、骑士巡游问题的高效解

ml_demo icon ml_demo

一些机器学习算法的demo。普通最小二乘法,决策树(Iris鸢尾花数据集),KNN(mnist手写数字数据集),朴素贝叶斯分类西瓜数据集,trec06c数据集垃圾邮件分类(spam),逻辑斯蒂回归,随机梯度下降SGD与全梯度下降的对比,mnist中8和9的二分类,泰坦尼克号数据集。

optimization_algorithm icon optimization_algorithm

非线性优化主要算法的Matlab程序,有精确线搜索的0.618法和抛物线法, 非精确线搜索的Armijo准则, 最速下降法, 牛顿法, 共轭梯度法, BFGS 算法, DFP 算法, Broyden 族方法, 信赖域方法, 求解非线性最小二乘问题的L-M算法, 解约束优化问题的乘子法, 求解二次规划的有效集法, SQP 子问题的光滑牛顿法以及求解约束优化问题的SQP方法等. 程序基本通用.

simplex-algorithm icon simplex-algorithm

**科学技术大学数学系运筹学(授课老师:杨周旺)运用单纯形法解决规划问题

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