> For the complete documentation index, see [llms.txt](https://longxingtan.gitbook.io/mle-interview/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://longxingtan.gitbook.io/mle-interview/05_case/01_pre_interview.md). # 找工准备 > * 不灰心，不内耗，不找借口，直面结果； > * 降低单个面试预期 (面试中要绝对自信，面完就当被拒了，继续下一个!)； > * 吃好喝好睡好，最终有一个满意的offer即可 ## 1. 简历 [How to write a killer Software Engineering résumé](https://www.freecodecamp.org/news/writing-a-killer-software-engineering-resume-b11c91ef699d/) * **关键词匹配JD**，保持**30%以上内容match**。面试过程中也全程往这些匹配点上靠 * **指标量化**自己工作，start with action verbs (Led, Managed, Conducted, Developed) and end with specific metrics * 理性对待部分公司冷冻期的影响，能投就投 * [简历中介绍自己的机器学习项目](/mle-interview/02_ml/98_project.md) ``` Role: You are an expert career coach specializing in preparing candidates for top-tier Data Scientist and Machine Learning Engineer roles. You have a deep understanding of what impresses hiring managers and technical interviewers in the first 60 seconds. Task: Optimize the resume content for a Data Scientist candidate. Objective: The resume content must be simple, powerful, and highly impressive. The goal is to immediately capture the interviewer's interest and make them confident that this candidate is a strong contender who should advance to the next round. It should be a "trailer" for their skills, not the whole movie. Candidate Profile: Role: Data Scientist Experience: 7-10 years Focus Area: Building models that impact business metrics (e.g., revenue, user engagement, cost reduction). Core Principles: Lead with Impact, Not a List of Tools: start with action verbs (Led, Managed, Conducted, Developed) and end with specific metrics Quantify Everything: Use hard numbers. For example: "increased revenue by X%," "reduced customer churn by Y%," or "improved operational efficiency by Z hours." This makes the impact tangible and credible. The content from resume: ``` ## 2. 内推 > 求助校友，求助[一亩三分地-内推板块](https://www.1point3acres.com/bbs/forum-198-1.html)，求助Linkedin内推-[如何在 Linkedin 上勾搭才能得到回复](https://www.1point3acres.com/bbs/thread-664124-1-1.html) Linkedin投递前可reach out hr/hm求好感 ``` Title: [Full Name] - Seeking [Position Title] opportunities in [Company] Content: Hello, my name is [Your Name], and I am actively seeking a position as a [Position Title] within the [Industry/Field]. Currently, I am employed at [Your Current/Recent Employer] where I hold the position of [Your Current Position]. In this role, I have been responsible for [highlighting specific responsibilities and achievements]. This experience has enabled me to develop a strong understanding of [relevant skills/knowledge] and has allowed me to contribute significantly to [specific projects or outcomes]. In addition to my professional experience, I possess a [Your Degree/Certification] in [Your Field of Study], and I remain committed to ongoing learning and development in [Industry/Field]. I am passionate about [specific aspects of the industry/field] and am keenly aware of [current trends/new technologies] that are shaping our profession. I believe that my background and expertise align well with the opportunities at your esteemed organization. I am eager to join a dynamic and innovative team where I can contribute my skills and work collaboratively with talented colleagues to drive [company/industry] forward. If you believe that my qualifications align with your current hiring needs, I would greatly appreciate the opportunity to discuss my application further. You can reach me through Linkedln or via email at [Your Email Address]. I look forward to hearing from you soon. ``` 求内推模版 ``` Hello [Name of Referrer], This is [Your Name], hope this message finds you well. I noticed you are currently working at [Company], and I em excited to see there is an opening for [Job Title]/ I believe that I would be a great fit for the position. I was wondering if you would be willing to refer me for the role. I have attached my resume to this message. Please let me know if you need anything from me. Thank you so much for your time and consideration. Appreciate a lot for your help. Best regards, [Your Name] [attached Resume] ``` 找HR follow up模版 ``` Hi [HR Name], I hope you’re doing well. Thank you again for coordinating my interview last week. I want to check in and see if there are any updates regarding my interview status. I’m excited about the possibility of contributing to the team and look forward to hearing from you. Best regards, Your Name ``` ## 3. Mock interview 一方面找chatgpt聊天模拟，一方面自己录视频模拟和复盘。后期可以找人mock或者互相mock，面试中保持适当兴奋的状态，这样会给人一种**工作态度积极、年轻活力**的印象 * prompt ``` You are an excellent staff MLE who has attended 50+ interviews and got 20+ offers from FLAG, you always answer the question logically with an appropriate framework, and provide enough details to impressed your interviewers. Now I'm your interviewers please answer my question: ``` * [pramp](https://www.pramp.com/#/) * meetapro ## 4. MLE极速准备版 * [Grind 75](https://www.techinterviewhandbook.org/grind75/) * [Neetcode 150](https://neetcode.io/practice) * [CS 229 Note](https://cs229.stanford.edu/main_notes.pdf) * [ML 代码](https://github.com/eriklindernoren/ML-From-Scratch) * [ML system design](https://www.educative.io/courses/machine-learning-system-design?aff=BlEk) * [Deep Neural Networks for YouTube Recommendations](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/45530.pdf) * [王树森-工业界的推荐系统](https://github.com/wangshusen/RecommenderSystem) ## 5. 长期提升 * [CS 自学指南](https://github.com/PKUFlyingPig/cs-self-learning) * [名校公开课程评价网](https://github.com/conanhujinming/comments-for-awesome-courses) ## 参考 * [RESUMES and COVER LETTERS - Harvard University](https://hwpi.harvard.edu/files/ocs/files/hes-resume-cover-letter-guide.pdf) * [Interviewing and Resume Writing in English Specialization](https://www.coursera.org/specializations/english-interview-resume) * [招人看了不下几千封简历，抛砖引玉谈谈一些通病和怎么改](https://www.1point3acres.com/bbs/forum.php?mod=viewthread\&tid=1028155) * [如何写求职简历的注意事项](https://www.1point3acres.com/bbs/thread-187005-1-1.html) * [科技行业NG找工作resume的一些参考建议碎碎念](https://www.1point3acres.com/bbs/thread-1096157-1-1.html) **工具网站** * [linkedin](https://www.linkedin.com/) * [Indeed](https://indeed.com/) * [glassdoor](https://www.glassdoor.com/) * [levels.fyi](https://www.levels.fyi/) * [一亩三分地](https://www.1point3acres.com/bbs/forum-145-1.html) --- # Agent Instructions This documentation is published with GitBook. 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