12  数据采集方法扩展阅读

13 数据采集方法扩展阅读

13.1 相关教程文件

13.1.1 学术讲座

Gathering Ecological Data | Youtube
This video outlines three methods of ecological data collection, including observation, experimentation, and modeling.

13.1.2 免费课程

4.1. Where to Collect Data For Machine Learning? | Data Collection | Youtube

13.1.3 付费培训课程

Machine Learning Bootcamp: Python, Projects & Deployment

  • Section 7. Data Collection
    • 7.1. ML Project Workflow - Recap 9:27
    • 7.2. ML Dataset & Data Collection 19:30
    • 7.3. Load CSV, Excel and Parquet Files 33:15
    • 7.4. Load Kaggle and UCI Datasets 32:30
    • 7.5. Load Data from Database 20:11
    • Assignment - Section 7. Data Collection 0:50
  • Section 8. EDA and Visualization
    • 8.1. Exploratory Data Analysis - Intro 6:27
    • 8.2. Data Quality Checks 1:50:21
    • 8.3. Univariate Analysis 49:10
    • 8.4. Bivariate Analysis 59:52
    • 8.5. Multivariate Analysis 33:20
    • 8.6. Outlier Detection 37:40
    • Activity - 8.7. Full EDA Project 1:01:00
    • Assignment - Section 8. EDA and Visualization 0:50
  • Section 9. Data Preprocessing
    • 9.1. Data Preprocessing Overview 8:38
    • 9.2. Train Test Split 55:12
    • 9.3. Handling Missing Values 1:02:27
    • 9.4. Encoding Categorical Features 1:06:32
    • 9.5. Outlier Treatment 30:23
    • 9.6. Handling Imbalanced Data 29:59
    • 9.7. Standardization and Normalization 23:00
    • Activity - 9.8. Full Data Preprocessing Project 46:39

13.2 推荐阅读材料

13.2.1 公共数据平台

  • GBIF：全球生物多样性信息网络，提供数十亿条物种分布记录
  • WorldClim：全球高分辨率气候数据，常用于物种分布建模
  • NCBI GenBank：全球最大的 DNA 序列数据库
  • eBird：康奈尔鸟类学实验室运营的公民科学鸟类观测平台

13.2.2 R 语言生态数据分析