Data Science Interviews Exposed
暫譯: 數據科學面試揭秘
Yanping Huang, Jane You, Iris Wang, Feng Cao, Ian Gao
- 出版商: CreateSpace Independ
- 出版日期: 2015-05-25
- 售價: $1,140
- 貴賓價: 9.5 折 $1,083
- 語言: 英文
- 頁數: 230
- 裝訂: Paperback
- ISBN: 1511977485
- ISBN-13: 9781511977487
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相關分類:
職涯發展
無法訂購
商品描述
Data Science Interviews Exposed offers data science career advice and REAL interview questions to help you get the six-figures salary jobs! A data science job is extremely rewarding. It empowers to you make real impact in the world! And besides, it offers competitive salaries, and it develops your creative as well as quantitative skills. No wonder the data science job is rated as one of the sexist jobs in 21st century. So what you are waiting for ?
- Are you still wondering how to join data science work force ?
- Are you lost in the tremendous amount of online data science courses and resources ?
- Are you endlessly searching online to find data science interview questions and answers?
- This book is written by data science professionals from Facebook, LinkedIn, Amazon, Google and Microsoft, with years of first hand working and interviewing experience.
- This is the first book in the industry that systematically covers everything for preparing for a data science career and interviews, and with real interview questions and detailed answers.
- This book provides both career guidance for entry level candidates as well as interview questions practice for intermediate candidates.
- Probability Theory
- Statistical Inference
- Dataset Manipulation
- Product, Metrics and Analytics
- Experiment Design
- Coding
- Machine Learning
- Brain Teasers
Here is a full list of topics:
Introduction
This chapter presents an overview to the data science job market and the book organization.
Find the Right Job Roles
Get confused about the various data science job titles? This chapter provides a detailed description for each of them, the differences among them, as well as the guidance for choosing the one that suits you the most.
Find the Right Experience
Don't know how to prepare yourself with the right experience to meet the job requirements and your career goals? This chapter helps you to identify the experience you need to land your dream position. It also provides suggestions for new graduates as well as candidates from a different industry who want to transfer to data science field.
Get Ready for the Interviews
Think you have a clear goal and have possessed all the required skill sets, but just don't know how to get job interviews? This chapter walks you through how to build good resumes and professional profiles that would bring you the right exposure to the right person -- recruiters and hiring managers.
Polish Your Soft Skills
Heard of your competent peers failing job interviews and want to know why? This chapter reveals the secrets that most companies don t talk about publicly -- the soft skills. What are behavior questions, why are they important, how do you prepare for them? You will find the answer here.
Technical Interview Questions
An interview is not a pop quiz. You should take the time to practice on real interview problems and learn their patterns. This chapter lists eight major topics that are frequently covered by data science job interviews, associated with example interview questions for each of them. All of them are either real interview questions or adapted from real interview questions:
This chapter attaches the solutions and thought process for each question in the previous chapter. We hope the readers can grasp the key points behind each of them, hence be able to apply the approaches to other similar questions in the real interviews.
商品描述(中文翻譯)
《數據科學面試揭秘》提供數據科學職業建議和真實的面試問題，幫助你獲得六位數薪資的工作！數據科學工作是非常有回報的。它使你能夠在世界上產生真正的影響！此外，它提供具有競爭力的薪資，並且能夠發展你的創造力和定量技能。難怪數據科學工作被評為21世紀最性感的工作之一。那麼你還在等什麼呢？
- 你還在想如何加入數據科學工作隊伍嗎？
- 你是否在大量的線上數據科學課程和資源中迷失了方向？
- 你是否無止境地在網上搜尋數據科學面試問題和答案？
- 這本書是由來自Facebook、LinkedIn、Amazon、Google和Microsoft的數據科學專業人士撰寫的，擁有多年第一手的工作和面試經驗。
- 這是業界第一本系統性涵蓋準備數據科學職業和面試的所有內容的書籍，並附有真實的面試問題和詳細的答案。
- 這本書為初級候選人提供職業指導，並為中級候選人提供面試問題練習。
- 概率論
- 統計推斷
- 數據集操作
- 產品、指標和分析
- 實驗設計
- 編碼
- 機器學習
- 腦筋急轉彎
以下是完整的主題列表：
介紹
本章概述了數據科學職場和書籍的組織結構。
找到合適的工作角色
對各種數據科學職位名稱感到困惑嗎？本章為每個職位提供詳細描述，說明它們之間的差異，以及選擇最適合你的職位的指導。
找到合適的經驗
不知道如何準備合適的經驗以滿足工作要求和職業目標？本章幫助你識別獲得夢想職位所需的經驗。它還為新畢業生以及希望轉職到數據科學領域的其他行業候選人提供建議。
準備面試
認為你有明確的目標並擁有所有必要的技能，但就是不知道如何獲得工作面試？本章將指導你如何建立良好的簡歷和專業檔案，以便將你正確地展示給合適的人——招聘人員和雇用經理。
提升你的軟技能
聽說你的優秀同儕在面試中失敗，想知道原因嗎？本章揭示了大多數公司不會公開談論的秘密——軟技能。什麼是行為問題，為什麼它們重要，你該如何準備？你將在這裡找到答案。
技術面試問題
面試不是隨堂測驗。你應該花時間練習真實的面試問題並學習它們的模式。本章列出了數據科學工作面試中經常涵蓋的八個主要主題，並附有每個主題的示例面試問題。所有問題都是實際面試問題或改編自實際面試問題：
本章附上前一章每個問題的解答和思考過程。我們希望讀者能夠掌握每個問題背後的關鍵點，從而能夠將這些方法應用於真實面試中的其他類似問題。
