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FOURTH CRACKING THE EDITION G Gayle Laakmann founded CareerCup com in CA C O D I N G 2005 to provide technical interview coaching AY RL for software engineers As a Software Engineer EE at Microsoft, Apple and Google, she interviewed ER L over one hundred and twenty applicants in CA three countries UA PK I N T E R V I E W She holds Bachelor’s and Master’s degrees in .CM OA Computer Science from the University of Penn- MN sylvania N Now in the 4th edition, Cracking the Coding Interview gives you the interview prepara- C 150 programming interview questions and solutions tion you need to get the top software developer jobs This book provides: R Plus: A • 150 Programming Interview Questions and Solutions C • Five proven approaches to solving tough algorithm questions From binary trees to binary search, this list of 150 questions includes the most K • Ten mistakes candidates make -- and how to avoid them common and most useful questions in data structures, algorithms, and knowledge I N based questions • Steps to prepare for behavioral and technical questions G • Interviewer war stories: a view from the interviewer’s side • Five Proven Approaches to Solving Tough Algorithm Questions T Using these fi ve approaches to solving algorithm questions, you can conquer H tough interview questions and impress your interviewer E C • Ten Mistakes Candidates Make -- And How to Avoid Them O Don’t lose your dream job by making these common mistakes Learn what many D candidates do wrong, and how to avoid these issues I N • Steps to Prepare for Behavioral and Technical Questions G Stop meandering through an endless set of questions, while missing some of the I most important preparation techniques Follow these steps to more thoroughly N prepare in less time T E R • Interview War Stories: A View from the Interviewer’s Side V Humorous but instructive stories from our interviewers show you how some can- I E didates really fl opped on the most important question - and how you can avoid W doing the same GAYLE LAAKMANN Founder and CEO, CareerCup.com Table of Contents Foreword 4 Introduction 5 Behind the Scenes 7 The Microsoft Interview 8 The Amazon Interview 9 The Google Interview 10 The Apple Interview 11 The Yahoo Interview 12 Interview War Stories 13 Before the Interview 20 Resume Advice 21 Behavioral Preparation 23 Technical Preparation 25 The Interview and Beyond 28 Handling Behavioral Questions 29 Handling Technical Questions 31 Five Algorithm Approaches 34 The Offer and Beyond 37 Top Ten Mistakes Candidates Make 39 Frequently Asked Questions 41 Interview Questions 44 Data Structures 46 Chapter 1 | Arrays and Strings 47 Chapter 2 | Linked Lists 49 Chapter 3 | Stacks and Queues 51 Chapter 4 | Trees and Graphs 53 Concepts and Algorithms 56 Chapter 5 | Bit Manipulation 57 Chapter 6 | Brain Teasers 59 1 Cracking the Coding Interview Table of Contents Chapter 7 | Object Oriented Design 61 Chapter 8 | Recursion 63 Chapter 9 | Sorting and Searching 65 Chapter 10 | Mathematical 67 Chapter 11 | Testing 69 Chapter 12 | System Design and Memory Limits 71 Knowledge Based 74 Chapter 13 | C++ 75 Chapter 14 | Java 77 Chapter 15 | Databases 79 Chapter 16 | Low Level 81 Chapter 17 | Networking 83 Chapter 18 | Threads and Locks 85 Additional Review Problems 88 Chapter 19 | Moderate 89 Chapter 20 | Hard 91 Solutions 94 Index 301 Mock Interviews 303 About the Author 304 CareerCup com 2 Foreword Dear Readers, Welcome to the 4th edition of Cracking the Coding Interview This volume updates the 3rd edition with new content and refreshed information Be sure to check out our website, www careercup com, to connect with other candidates and to discover new resources For those of you new to technical interviews, the process can seem overwhelming Inter- viewers throw questions at you, expect you to whip up brilliant algorithms on the spot, and then ask you to write beautiful code on a whiteboard Luckily, everyone else is in the same boat, and you’re already working hard to prepare Good job! As you get ready for your interviews, consider these suggestions: » Write Code on Paper: Most interviewers won’t give you a computer and will instead expect you to write code on a whiteboard or on paper To simulate this environment, try answering interview problems by writing code on paper first, and then typing them into a computer as-is Whiteboard / paper coding is a special skill, which can be mastered with constant practice » Know Your Resume: While technical skills are extremely important, that’s no reason to neglect your own resume Make sure to prepare yourself to give a quick summary of any project or job you were involved with, and to discuss the hardest and most interesting problems you encountered along the day » Don’t Memorize Solutions: While this book offers a representative sample of interview questions, there are still thousands of interview questions out there Memorizing solu- tions is not a great use of your time Rather, use this book to explore approaches to problems, to learn new concepts, and to practice your skills » Talk Out Loud: Interviewers want to understand how you think and approach prob- lems, so talk out loud while you’re solving problems Let the interviewer see how you’re tackling the problem, and they just might guide you as well And remember -- interviews are hard! In my years of interviewing at Google, I saw some interviewers ask “easy” questions while others ask harder questions But you know what? Getting the easy questions doesn’t make it any easier to get the offer Receiving an offer is not about solving questions flawlessly (very few candidates do!), but rather, it is about answering questions better than other candidates So don’t stress out when you get a tricky question - everyone else probably thought it was hard too! I'm excited for you and for the skills you are going to develop Thorough preparation will give you a wide range of technical and communication skills It will be well-worth it no matter where the effort takes you! Study hard, practice, and good luck! Gayle Laakmann CareerCup com 4 Introduction Something’s Wrong We walked out of the hiring meeting frustrated, again Of the ten “passable” candidates we reviewed that day, none would receive offers Were we being too harsh, we wondered? I, in particular, was disappointed We had rejected one of my candidates A former student One who I had referred He had a 3 73 GPA from the University of Washington, one of the best computer science schools in the world, and had done extensive work on open source projects He was energetic He was creative He worked hard He was sharp He was a true geek, in all the best ways But, I had to agree with the rest of the committee: the data wasn’t there Even if my emphatic recommendation would sway them to reconsider, he would surely get rejected in the later stages of the hiring process There were just too many red flags Though the interviewers generally believed that he was quite intelligent, he had struggled to develop good algorithms Most successful candidates could fly through the first ques- tion, which was a twist on a well known problem, but he struggled to develop his algorithm When he came up with one, he failed to consider solutions that optimized for other scenar- ios Finally, when he began coding, he flew through the code with an initial solution, but it was riddled with mistakes that he then failed to catch Though he wasn’t the worst candidate we'd seen by any measure, he was far from meeting “the bar ” Rejected When he asked for feedback over the phone a couple of weeks later, I struggled with what to tell him Be smarter? No, I knew he was brilliant Be a better coder? No, his skills were on-par with some of the best I'd seen Like many motivated candidates, he had prepared extensively He had read K&R’s classic C book and he'd reviewed CLRS' famous algorithms textbook He could describe in detail the myriad of ways of balancing a tree, and he could do things in C that no sane programmer should ever want to do I had to tell him the unfortunate truth: those books aren’t enough Academic books prepare you for fancy research, but they’re not going to help you much in an interview Why? I'll give you a hint: your interviewers haven’t seen Red-Black Trees since they were in school either To crack the coding interview, you need to prepare with real interview questions You must practice on real problems, and learn their patterns Cracking the Coding Interview is the result of my first-hand experience interviewing at top companies It is the result of hundreds of conversations with candidates It is the result of the thousands of candidate- and interviewer- contributed questions And it’s the result of seeing so many interview questions from so many firms Enclosed in this book are 150 of the best interview questions, selected from thousands of potential problems 5 Cracking the Coding Interview Introduction My Approach The focus of Cracking the Coding Interview is algorithm, coding and design questions Why? Because while you can and will be asked behavioral questions, the answers will be as varied as your resume Likewise, while many firms will ask so-called “trivia” questions (e g , “What is a virtual function?”), the skills developed through practicing these questions are limited to very specific bits of knowledge The book will briefly touch on some of these questions, to show you what they’re like, but I have chosen to allocate space where there’s more to learn My Passion Teaching is my passion I love helping people understand new concepts, and giving them tools so that they can excel in their passions My first experience “officially” teaching was in college at the University of Pennsylvania, when I became a teaching assistant for an undergraduate Computer Science course during my second year I went on to TA for several other courses, and eventually launched my own CS course at the university focused on “hands-on” skills As an engineer at Google, training and mentoring “Nooglers” (yes, that’s really what they call new Google employees!) were some of the things I enjoyed most I went on to use my “20% time” to teach two Computer Science courses at the University of Washington Cracking the Coding Interview and CareerCup com reflect my passion for teaching Even now, you can often find me “hanging out” at CareerCup com, helping users who stop by for assistance Join us Gayle Laakmann CareerCup com 6 Behind the Scenes For many candidates, interviewing is a bit of a black box You walk in, you get pounded with questions from a variety of interviewers, and then somehow or other you return with an of- fer or not Have you ever wondered: » How do decisions get made? » Do your interviewers talk to each other? » What does the company really care about? Well, wonder no more! CareerCup sought out interviewing experts from five top companies - Microsoft, Google, Amazon, Yahoo and Apple - to show you what really happens “behind the scenes ” These experts will walk us through a typical interview day and describe what’s taking place outside of the interviewing room, and what happens after you leave Our interviewing experts also told us what’s different about their interview process From bar raisers (Amazon) to Hiring Committees (Google), each company has its own quirks Knowing these idiosyncrasies will help you to react better to a super-tough interviewer, or to avoid being intimidated when two interviewers show up at the door (Apple!) In addition, our specialists offered insight as to what their company stresses in their inter- views While almost all software firms care about coding and algorithms, some companies focus more than others on specific aspects of the interview Whether this is because of the company’s technology or its history, now you'll know what and how to prepare So, join us as we take you behind the scenes at Microsoft, Google, Amazon, Yahoo and Ap- ple 7 Cracking the Coding Interview Behind the Scenes | The Microsoft Interview Microsoft wants smart people Geeks People who are passionate about technology You probably won’t be tested on the ins and outs of C++ APIs, but you will be expected to write code on the board In a typical interview, you'll show up at Microsoft at some time in the morning and fill out initial paper work You'll have a short interview with a recruiter where he or she will give you a sample question Your recruiter is usually there to prep you, and not to grill you on techni- cal questions Be nice to your recruiter Your recruiter can be your biggest advocate, even pushing to re-interview you if you stumbled on your first interview They can fight for you to be hired - or not! During the day, you'll do four or five interviews, often with two different teams Unlike many companies, where you meet your interviewers in a conference room, you'll meet with your Microsoft interviewers in their office This is a great time to look around and get a feel for the team culture Depending on the team, interviewers may or may not share their feedback on you with the rest of the interview Definitely Prepare: loop “Why do you want to work for Microsoft?” When you complete your interviews with a team, you might speak with In this question, Microsoft wants to see a hiring manager If so, that’s a great that you’re passionate about technology. sign! It likely means that you passed the interviews with a particular team A great answer might be, “I’ve been using It’s now down to the hiring manager’s Microsoft software as long as I can re- decision member, and I'm really impressed at how You might get a decision that day, or Microsoft manages to create a product it might be a week After one week of that is universally excellent. For example, no word from HR, send them a friendly I’ve been using Visual Studio recently to email asking for a status update learn game programming, and it’s APIs are excellent.” Note how this shows a passion for technology! What’s Unique: You'll only reach the hiring manager if you’ve done well, but if you do, that’s a great sign! CareerCup com 8 Behind the Scenes | The Amazon Interview Amazon’s recruiting process usually begins with one or two phone screens in which you in- terview with a specific team The engineer who interviews you will usually ask you to write simple code and read it aloud on the phone They will ask a broad set of questions to explore what areas of technology you’re familiar with Next, you fly to Seattle for four or five interviews with one or two teams which have selected you based on your resume and phone interviews You will have to code on a whiteboard, and some interviewers will stress other skills Interviewers are each assigned a specific area to probe and may seem very different from each other They can not see other feedback until they have submitted their own and they are discouraged from discussing it until the hiring meeting Amazon’s “bar raiser” interviewer is charged with keeping the interview bar high They at- tend special training and will interview candidates outside their group in order to balance out the group itself If one interview seems significantly harder and different, that’s most like- ly the bar raiser This person has both significant experience with interviews and veto power in the hiring decision Definitely Prepare: You will meet with your recruiter at the end of the day Amazon is a web-based company, and Once your interviewers have entered that means they care about scale. Make their feedback, they will meet to dis- sure you prepare for questions in “Large cuss it They will be the people making Scale.” You don’t need a background the hiring decision in distributed systems to answer these While Amazon’s recruiters are excellent questions. See our recommendations in at following up with candidates, occa- the System Design and Memory Limits sionally there are delays If you haven’t heard from Amazon within a week, we Chapter. recommend a friendly email Additionally, Amazon tends to ask a lot of questions about object oriented design. Check out the Object Oriented Design chapter for sample questions and suggestions. What’s Unique: The Bar Raiser, who is brought in from a different team to keep the bar high. 9 Cracking the Coding Interview Behind the Scenes | The Google Interview There are many scary stories floating around about Google interviews, but it’s mostly just that: stories The interview is not terribly different from Microsoft’s or Amazon’s However, because Google HR can be a little disorganized, we recommend being proactive in com- munication A Google engineer performs the first phone screen, so expect tough technical questions On your on-site interview, you'll interview with four to six people, one of whom will be a lunch interviewer Interviewer feedback is kept confidential from the other interviewers, so you can be assured that you enter each interview with blank slate Your lunch interviewer doesn’t submit feedback, so this is a great opportunity to ask honest questions Written feedback is submitted to a hiring committee of engineers to make a hire/no-hire recommendation Feedback is typically broken down into four categories (Analytical Ability, Coding, Experience and Communication) and you are given a score from 1 0 to 4 0 overall The hiring committee understands that you can’t be expected to excel in every interview, but if multiple people raise the same red flag (arrogance, poor coding skills, etc), that can disqualify you A hiring Definitely Prepare: committee typically wants to see one interviewer who is an “enthusiastic en- As a web-based company, Google cares dorser ” In other words, a packet with about how to design a scalable system. scores of 3 6, 3 1, 3 1 and 2 6 is better So, make sure you prepare for questions than all 3 1s Your phone screen is usu- from “System Design and Memory Limits” ally not a strong factor in the final deci- Additionally, many Google interviewers sion will ask questions involving Bit Ma- The Google hiring process can be slow nipulation, so please brush up on these If you don’t hear back within one week, politely ask your recruiter for an up- questions. date A lack of response says nothing What’s Different: about your performance Your interviewers do not make the hiring decision. Rather, they enter feedback which is passed to a hiring committee. The hiring committee recommends a decision which can be—though rarely is—rejected by Google executives. CareerCup com 10

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