Data sciences course
Basics classes
Some methods
- Geographically Weighted Regression
- Geographically Weighted Regression
- 地理加权回归工作原理
- Matrix Methods in Data Analysis, Signal Processing, and Machine Learning
- heteroskedastic-ordered-probit-models
- Boosting A Logistic Regression Model
- Logit、Probit
- 参数估计与假设检验-核密度估计
- Data Science Notes
- Generalized Linear Models — Introduction
- 多重共线性
- Generalized Linear Models
- 时间序列分析与量化交易
- 广义线性模型1
- 广义线性模型2
- 广义线性模型3
- 广义加性混合模型（GAMM）处理空间面板数据
- GAMs generalize
- 广义加性混合模型in R
- Interpreting and Visualizing GAMs
- Process Capability Calculations with Non-Normal Data
- Boxcox
- 结构化数据转换（Box-Cox)
- Box-cox优势
- Prediction after Boxcox model in Stata
- Box Cox Transformation
- Box-Cox Regression
- Heteroskedasticity robust standard errors
- 模型选择方法：AIC和BIC
- 怎么理解ACF 和PACF
- 高斯混合模型（GMM）及其EM算法的理解
- 通俗理解贝叶斯
- 在统计学中为什么要对变量取对数？
- MLmuse: Correlation and Collinearity
- 纵向数据统计方法（二）：广义估计方程
- 如何建立非线性回归预测模型
- Poisson Regression
- 泊松回归的残差与拟合值的解释图
- 高斯过程回归（Gaussian Process Regression）
- 高斯过程回归：推导，实现和理解
- MAE and RMSE
- Regression Models with Ordered Categorical Outcomes
- 金融时间序列分析讲义
- Geometric and Topological Methods in Data Science
- Boruta特征选择算法助力精准决策
Data Visualizing
- Geographic Data Science with R: Visualizing and Analyzing Environmental Change
- Spatial Data in R
- An Introduction to Spatial Data Analysis and Visualisation in R
- Intro to GIS and Spatial Analysis
- How to Plot Chord Diagram in Python
- Creating & Visualizing Neural Network in R
- 使用R语言绘制其他图形之相关系数图
- vision zero view
Some software
Data processing
- 通过自动生成任务提高小样本表格任务学习性能
- Kalman-and-Bayesian-Filters-in-Python
- orocos-bayesian-filtering
- 轨迹平滑方法-滑动平均平滑
- Savitzky-Golay 滤波器详解
- kalman-filter-with-matlab-code
- Geometric and Topological Methods in Data Science
- Learn by example: Active Inference in the brain -3
- Data science example
Good book
Opening datasets
Macro-dataset
Climate dataset
- Climate data
- Monthly aggregated Water Vapor MODIS MCD19A2
- ERA5 is the fifth generation ECMWF reanalysis
- Astronomy & Astrophysics,天文
- Urban Mobility Survey (Federal District, Brazil)
- ITS DataHub
- Highway Safety Information System (HSIS)
American Government Open data
Good projects
