# Fudan-Courses
Personal Notes for Courses in School of Data Science, Fudan University
本仓库记录个人在复旦大学本科期间大数据学院的学习笔记。以专业课（数据科学与大数据技术）为主。所有资料仅供学习交流使用。
## 大二上
1. 高等线性代数 DATA130042
2. 数值算法与案例分析I DATA130002h
3. 算法与数据结构 DATA130023h
4. 概率论基础 DATA130024
5. 计算机原理 DATA130025
## 大二下
6. 数据库及实现 DATA130039
7. 最优化方法 DATA130026h
8. 统计学基础I：数理统计 DATA130005h
## 大三上
9. 人工智能 DATA130008
10. 统计（机器）学习概论 DATA130003
11. 高级回归分析 DATA130004h
12. 图像处理与数据可视化 DATA130012h
## 专项选修
1. 数值算法与案例分析II DATA130010
2. 时间序列与空间统计 DATA130013
3. 计算机视觉 DATA130051
4. 统计学基础II：回归分析 DATA130046
5. 社交网络挖掘 DATA130007
Notes for Courses in School of Data Science, Fudan Univers.zip
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2024-03-04
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Notes for Courses in School of Data Science, Fudan Univers.zip （180个子文件） 
RedBlackTree.cpp 12KB Max Flow Dinic.cpp 7KB FFT convolution.cpp 7KB selectKth.cpp 2KB 09 图像噪声.ipynb 2.13MB 03 图像灰度值变换.ipynb 1.3MB 06 图像空间滤波.ipynb 1.17MB 08 图像频域滤波.ipynb 900KB 10 图像分割.ipynb 843KB 07 图像频域变换.ipynb 742KB 8 案例分析.ipynb 709KB 12 空间变换.ipynb 700KB Honor 3 高维数据可视化.ipynb 689KB 14 图像色彩.ipynb 667KB 10 Spectral Analysis.ipynb 623KB 13 图像配准.ipynb 294KB 5 Markov Chain.ipynb 283KB 1 Time Series.ipynb 274KB 04 图像二值化的阈值变换.ipynb 244KB 05 图像插值.ipynb 240KB LLE test.ipynb 188KB 2 插值.ipynb 185KB 7 社交网络信息传播.ipynb 157KB 4 网络模型.ipynb 157KB Honor 2 视觉感知.ipynb 152KB Honor 4 时空数据可视化.ipynb 141KB 7 Support Vector Machine.ipynb 139KB 05 Propensity Score.ipynb 126KB 2 Monte Carlo Integration.ipynb 123KB 7 贝叶斯网络.ipynb 120KB 04 DAG.ipynb 119KB 6 Brownian Motion.ipynb 117KB 3 Time Series Regression.ipynb 111KB 5 Auto Regressive Integrated Moving Average.ipynb 109KB 08 Moving Beyond Nonlinearity and Nonparametric Regression.ipynb 102KB Honor 1 Gaussian Mixture Model.ipynb 100KB 07 James-Stein Estimation and Ridge Regression.ipynb 93KB 11 形态学操作.ipynb 89KB Schur Decomposition Test.ipynb 88KB 3 Logistic Regression.ipynb 77KB 1 Methods for Generating Random Variables.ipynb 72KB 5 特征值的变分性质.ipynb 72KB 6 傅里叶.ipynb 71KB 8 Clustering.ipynb 71KB 6 First Order Methods.ipynb 64KB 01 Time-to-event Data Analysis.ipynb 63KB 3 对抗搜索.ipynb 60KB 02 Parametric Regression Models.ipynb 56KB 5 Decision Tree.ipynb 56KB 1 无信息搜索.ipynb 52KB 13 Variable Selection in High Dimensional Analysis.ipynb 52KB 2 Poisson Process.ipynb 51KB 3 QR分解.ipynb 50KB 7 微分方程.ipynb 49KB 2 有信息搜索.ipynb 49KB 3 Monte Carlo Estimation.ipynb 49KB Honor 3 Survival Regression Analysis.ipynb 47KB 4 Markov Chain.ipynb 43KB 5 特征值.ipynb 40KB 6 Factor Analysis of Variance.ipynb 39KB 1 Simple Linear Regression.ipynb 38KB 8 Krylov子空间.ipynb 34KB 2 Stationary Time Series.ipynb 31KB 4 积分.ipynb 30KB 7 Newton Method.ipynb 30KB 6 Ensemble Learning.ipynb 29KB 3 拟合.ipynb 27KB 5 Branching Process.ipynb 27KB 4 Optimality Conditions.ipynb 26KB 6 特征值2.ipynb 24KB 02 Randomized Experiment.ipynb 24KB 2 Derivative.ipynb 24KB 6 Hypothesis Testing.ipynb 23KB 5 Lagrangian Duality.ipynb 23KB 5 Logistic Regression.ipynb 23KB 8 非负矩阵.ipynb 22KB 5 社交网络挖掘.ipynb 21KB 01 Probability and Random Variables.ipynb 21KB 5 微分.ipynb 19KB 02 N grams.ipynb 19KB 02 图像基础.ipynb 19KB 05 Generalized Linear Model.ipynb 18KB 9 Principal Component Analysis.ipynb 18KB 2 Multiple Linear Regression.ipynb 17KB 4 最小二乘法.ipynb 16KB 1 矩阵运算.ipynb 15KB 4 Bootstrap and Jackknife.ipynb 14KB 6 奇异值分解.ipynb 13KB 4 Classification.ipynb 13KB 01 Causal Inference.ipynb 13KB 1 方程.ipynb 13KB 04 Exponential Family.ipynb 12KB 8 Subgradient Method.ipynb 12KB 2 高斯消元法.ipynb 12KB From Random Polygon to Ellipse.ipynb 12KB 5 Point Estimation.ipynb 12KB 3 Nonhomogeneous Poisson Process.ipynb 11KB 6 Forecasting.ipynb 11KB 7 几何.ipynb 11KB 06 Resampling Method and Model Selection.ipynb 11KB共 180 条
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