The Kaggle Workbook: Self-learning exercises and valuable insights for Kaggle data science competitions

Banachewicz, Konrad, Massaron, Luca

  • 出版商: Packt Publishing
  • 出版日期: 2023-02-24
  • 售價: $1,910
  • 貴賓價: 9.5$1,815
  • 語言: 英文
  • 頁數: 172
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1804611212
  • ISBN-13: 9781804611210
  • 相關分類: Data Science
  • 海外代購書籍(需單獨結帳)

商品描述

Get on the leader boards in Kaggle competitions and learn valuable skills to supercharge your data science and machine learning career

Purchase of the print or Kindle book includes a free eBook in the PDF format


Key Features:

  • Explore data science, original ideas, and winning solutions from past Kaggle competitions
  • Challenge yourself and start thinking like a Kaggle Grandmaster
  • Fill your portfolio with impressive case studies that will come in handy during interviews


Book Description:

More than 80,000 Kaggle novices currently participate in Kaggle competitions. To help them navigate the often-overwhelming world of Kaggle, two Grandmasters put their heads together to write The Kaggle Book. The first guidebook on techniques for success has since made plenty of waves in the community. Now, they've come back with an even more practical approach based on hands-on exercises that can help you start thinking like an experienced data scientist.

In this book, you'll get up close and personal with four extensive case studies based on past Kaggle competitions. You'll:

Learn how bright minds predicted which drivers would likely avoid filing insurance claims in Brazil

See how expert Kagglers estimated the uncertainty distribution of Walmart unit sales

Discover the different solutions on how to identify the type of disease present on cassava leaves that were discovered in 2021

And learn how the Kaggle community classified detected toxic content on Quora with NLP

You can use this workbook as a supplement alongside the Kaggle Book or on its own alongside resources available on the Kaggle website and other online communities. Whatever path you choose, this workbook will help make you a formidable Kaggle competitor.


What You Will Learn:

  • Boost your data science skillset with a curated selection of exercises
  • Combine different methods to create better solutions
  • Case studies and exercises to take your data modeling skills further
  • Get a deeper insight into NLP and how it can help you solve unlikely challenges
  • Sharpen your knowledge of time-series forecasting
  • Challenge yourself to become a better data scientist


Who this book is for:

If you're new to Kaggle and want to sink your teeth into practical exercises, start with The Kaggle Book, first. A basic understanding of the Kaggle platform, along with knowledge of machine learning and data science is a prerequisite.

This book is suitable for anyone starting their Kaggle journey or veterans trying to get better at it. Data analysts/scientists who want to do better in Kaggle competitions and secure jobs with tech giants will find this book helpful

商品描述(中文翻譯)

在 Kaggle 競賽中登上排行榜,並學習有價值的技能,以加速您的資料科學和機器學習職業生涯。

購買印刷版或 Kindle 版本的書籍,將包含一本免費的 PDF 電子書。

主要特點:
- 探索過去 Kaggle 競賽中的資料科學、原創思想和獲勝解決方案
- 挑戰自己,開始像 Kaggle 大師一樣思考
- 填充您的作品集,其中包含在面試中非常有用的令人印象深刻的案例研究

書籍描述:
目前有超過 80,000 名 Kaggle 新手參與 Kaggle 競賽。為了幫助他們在這個常常令人困惑的 Kaggle 世界中找到方向,兩位大師攜手撰寫了《Kaggle 書籍》。這本關於成功技巧的指南書籍在社群中引起了很大的反響。現在,他們帶來了一種更實用的方法,基於實踐練習,可以幫助您開始像一位經驗豐富的資料科學家思考。

在這本書中,您將深入研究四個基於過去 Kaggle 競賽的廣泛案例研究。您將:
- 學習聰明的頭腦如何預測巴西哪些駕駛員可能會避免提出保險索賠
- 看看專業的 Kaggle 參賽者如何估計沃爾瑪單位銷售的不確定性分佈
- 發現如何識別2021年發現的木薯葉上存在的疾病類型的不同解決方案
- 了解 Kaggle 社群如何使用自然語言處理技術對 Quora 上檢測到的有害內容進行分類

您可以將此工作簿作為《Kaggle 書籍》的補充,或與 Kaggle 網站和其他在線社群提供的資源一起使用。無論您選擇哪條路徑,這本工作簿都將幫助您成為一位強大的 Kaggle 競爭者。

您將學到什麼:
- 通過精選的練習來提升您的資料科學技能
- 結合不同方法來創建更好的解決方案
- 案例研究和練習,進一步提升您的資料建模技能
- 深入了解自然語言處理以及它如何幫助您解決不太可能的挑戰
- 提升您的時間序列預測知識
- 挑戰自己成為一位更好的資料科學家

這本書適合對 Kaggle 新手或希望在 Kaggle 上表現更好的老手。希望在 Kaggle 競賽中表現更好並與科技巨頭獲得工作的數據分析師/科學家將會發現這本書很有幫助。