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

Zhang, Nailong

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

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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)

《資料科學之旅：平行學習 R 與 Python》涵蓋了資料科學的基礎知識，包括程式設計、統計學、最佳化和機器學習等內容，並以一本短小的書籍呈現。本書並未涵蓋所有內容，而是教授資料科學的關鍵概念和主題。同時，本書還介紹了資料科學中兩種最受歡迎的程式語言：R 和 Python。

主要特點包括：
- 讓您可以平行學習 R 和 Python
- 涵蓋統計學、程式設計、最佳化、預測建模以及流行的資料操作工具 - data.table 和 pandas
- 提供簡潔易懂的內容
- 包含從頭實現的機器學習演算法，如線性回歸、Lasso、Ridge、邏輯回歸、梯度提升樹等

本書適合資料科學家、統計學家、量化分析師以及其他希望從資料科學角度學習 R 和 Python 程式設計的讀者。

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 是美國保險公司 Mass Mutual Life Insurance 的首席數據科學家。

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