The Applied Data Science Workshop
Alex Galea更新时间：2021-06-18 18:27:46
最新章节：6. Web Scraping with Jupyter Notebooks封面
版权信息
Preface
1. Introduction to Jupyter Notebooks
Introduction
Basic Functionality and Features of Jupyter Notebooks
Jupyter Features
Summary
2. Data Exploration with Jupyter
Introduction
Our First Analysis – the Boston Housing Dataset
Summary
3. Preparing Data for Predictive Modeling
Introduction
Machine Learning Process
Approaching Data Science Problems
Understanding Data from a Modeling Perspective
Introducing the Human Resource Analytics Dataset
Summary
4. Training Classification Models
Introduction
Understanding Classification Algorithms
Summary
5. Model Validation and Optimization
Introduction
Assessing Models with k-Fold Cross Validation
Dimensionality Reduction with PCA
Summary
6. Web Scraping with Jupyter Notebooks
Introduction
Internet Data Sources
Introduction to HTTP Requests
Data Workflow with pandas
Summary
Appendix
1. Introduction to Jupyter Notebooks
2. Data Exploration with Jupyter
3. Preparing Data for Predictive Modeling
4. Training Classification Models
5. Model Validation and Optimization
6. Web Scraping with Jupyter Notebooks
更新时间：2021-06-18 18:27:46