A Tour of Data Science: Learn R and Python in Parallel
暫譯: 數據科學之旅：平行學習 R 與 Python

Zhang, Nailong

A Tour of Data Science: Learn R and Python in Parallel

商品描述

A Tour of Data Science: Learn R and Python in Parallel covers the fundamentals of data science, including programming, statistics, optimization, and machine learning in a single short book. It does not cover everything, but rather, teaches the key concepts and topics in Data Science. It also covers two of the most popular programming languages used in Data Science, R and Python, in one source.

Key features:

  • Allows you to learn R and Python in parallel
  • Cover statistics, programming, optimization and predictive modelling, and the popular data manipulation tools - data.table and pandas
  • Provides a concise and accessible presentation
  • Includes machine learning algorithms implemented from scratch, linear regression, lasso, ridge, logistic regression, gradient boosting trees, etc.

Appealing to data scientists, statisticians, quantitative analysts, and others who want to learn programming with R and Python from a data science perspective.

商品描述(中文翻譯)

《數據科學導覽：平行學習 R 和 Python》涵蓋了數據科學的基本概念，包括程式設計、統計學、優化和機器學習，並將這些內容濃縮在一本短小的書籍中。它並不涵蓋所有內容，而是教授數據科學中的關鍵概念和主題。這本書還涵蓋了數據科學中最受歡迎的兩種程式語言 R 和 Python，並將它們整合在同一來源中。

主要特色：

- 允許您平行學習 R 和 Python
- 涵蓋統計學、程式設計、優化和預測建模，以及流行的數據處理工具 - data.table 和 pandas
- 提供簡潔且易於理解的呈現方式
- 包含從零開始實現的機器學習演算法，如線性回歸、套索回歸、脊迴歸、邏輯回歸、梯度提升樹等

本書適合數據科學家、統計學家、量化分析師以及其他希望從數據科學的角度學習 R 和 Python 程式設計的人士。

作者簡介

Nailong Zhang is lead Data Scientist at Mass Mutual Life Insurance Company.

作者簡介(中文翻譯)

Nailong Zhang 是大眾互助人壽保險公司的首席數據科學家。

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