mle-interview
  • 面试指南
  • 数据结构与算法
    • 列表
      • 912. Sort an Array
      • 215. Kth Largest Element
      • 977. Squares of a Sorted Array
      • 605. Can Place Flowers
      • 59. Spiral Matrix II
      • 179. Largest Number
      • 31. Next Permutation
    • 二分查找
      • 704. Binary Search
      • 69. Sqrt(x)
      • 278. First Bad Version
      • 34. Find First and Last Position of Element in Sorted Array
      • 33. Search in Rotated Sorted Array
      • 81. Search in Rotated Sorted Array II
      • 162. Find Peak Element
      • 4. Median of Two Sorted Arrays
      • 1095. Find in Mountain Array
      • 240. Search a 2D Matrix II
      • 540. Single Element in a Sorted Array
      • 528. Random Pick with Weight
      • 1300. Sum of Mutated Array Closest to Target
      • 410. Split Array Largest Sum
      • 1044. Longest Duplicate Substring
      • *644. Maximum Average Subarray II
      • *1060. Missing Element in Sorted Array
      • *1062. Longest Repeating Substring
      • *1891. Cutting Ribbons
    • 双指针
      • 26. Remove Duplicate Numbers in Array
      • 283. Move Zeroes
      • 75. Sort Colors
      • 88. Merge Sorted Arrays
      • 167. Two Sum II - Input array is sorted
      • 11. Container With Most Water
      • 42. Trapping Rain Water
      • 15. 3Sum
      • 16. 3Sum Closest
      • 18. 4Sum
      • 454. 4Sum II
      • 409. Longest Palindrome
      • 125. Valid Palindrome
      • 647. Palindromic Substrings
      • 209. Minimum Size Subarray Sum
      • 5. Longest Palindromic Substring
      • 395. Longest Substring with At Least K Repeating Characters
      • 424. Longest Repeating Character Replacement
      • 76. Minimum Window Substring
      • 3. Longest Substring Without Repeating Characters
      • 1004. Max Consecutive Ones III
      • 1658. Minimum Operations to Reduce X to Zero
      • *277. Find the Celebrity
      • *340. Longest Substring with At Most K Distinct Characters
    • 链表
      • 203. Remove Linked List Elements
      • 19. Remove Nth Node From End of List
      • 876. Middle of the Linked List
      • 206. Reverse Linked List
      • 92. Reverse Linked List II
      • 24. Swap Nodes in Pairs
      • 707. Design Linked List
      • 148. Sort List
      • 160. Intersection of Two Linked Lists
      • 141. Linked List Cycle
      • 142. Linked List Cycle II
      • 328. Odd Even Linked List
    • 哈希表
      • 706. Design HashMap
      • 1. Two Sum
      • 146. LRU Cache
      • 128. Longest Consecutive Sequence
      • 73. Set Matrix Zeroes
      • 380. Insert Delete GetRandom O(1)
      • 49. Group Anagrams
      • 350. Intersection of Two Arrays II
      • 299. Bulls and Cows
      • *348. Design Tic-Tac-Toe
    • 字符串
      • 242. Valid Anagram
      • 151. Reverse Words in a String
      • 205. Isomorphic Strings
      • 647. Palindromic Substrings
      • 696. Count Binary Substrings
      • 28. Find the Index of the First Occurrence in a String
      • *186. Reverse Words in a String II
    • 栈与队列
      • 225. Implement Stack using Queues
      • 54. Spiral Matrix
      • 155. Min Stack
      • 232. Implement Queue using Stacks
      • 150. Evaluate Reverse Polish Notation
      • 224. Basic Calculator
      • 20. Valid Parentheses
      • 1472. Design Browser History
      • 1209. Remove All Adjacent Duplicates in String II
      • 1249. Minimum Remove to Make Valid Parentheses
      • *281. Zigzag Iterator
      • *1429. First Unique Number
      • *346. Moving Average from Data Stream
    • 优先队列/堆
      • 692. Top K Frequent Words
      • 347. Top K Frequent Elements
      • 973. K Closest Points
      • 23. Merge K Sorted Lists
      • 264. Ugly Number II
      • 378. Kth Smallest Element in a Sorted Matrix
      • 295. Find Median from Data Stream
      • 767. Reorganize String
      • 1438. Longest Continuous Subarray With Absolute Diff Less Than or Equal to Limit
      • 895. Maximum Frequency Stack
      • 1705. Maximum Number of Eaten Apples
      • *1086. High Five
    • 深度优先DFS
      • 二叉树
      • 543. Diameter of Binary Tree
      • 101. Symmetric Tree
      • 124. Binary Tree Maximum Path Sum
      • 226. Invert Binary Tree
      • 104. Maximum Depth of Binary Tree
      • 951. Flip Equivalent Binary Trees
      • 236. Lowest Common Ancestor of a Binary Tree
      • 987. Vertical Order Traversal of a Binary Tree
      • 572. Subtree of Another Tree
      • 863. All Nodes Distance K in Binary Tree
      • 1110. Delete Nodes And Return Forest
      • 230. Kth Smallest element in a BST
      • 98. Validate Binary Search Tree
      • 235. Lowest Common Ancestor of a Binary Search Tree
      • 669. Trim a Binary Search Tree
      • 700. Search in a Binary Search Tree
      • 108. Convert Sorted Array to Binary Search Tree
      • 450. Delete Node in a BST
      • 938. Range Sum of BST
      • *270. Closest Binary Search Tree Value
      • *333. Largest BST Subtree
      • *285. Inorder Successor in BST
      • *1485. Clone Binary Tree With Random Pointer
      • 回溯
      • 39. Combination Sum
      • 78. Subsets
      • 46. Permutation
      • 77. Combinations
      • 17. Letter Combinations of a Phone Number
      • 51. N-Queens
      • 93. Restore IP Addresses
      • 22. Generate Parentheses
      • 856. Score of Parentheses
      • 301. Remove Invalid Parentheses
      • 37. Sodoku Solver
      • 图DFS
      • 126. Word Ladder II
      • 212. Word Search II
      • 79. Word Search
      • 399. Evaluate Division
      • 1376. Time Needed to Inform All Employees
      • 131. Palindrome Partitioning
      • 491. Non-decreasing Subsequences
      • 698. Partition to K Equal Sum Subsets
      • 526. Beautiful Arrangement
      • 139. Word Break
      • 377. Combination Sum IV
      • 472. Concatenated Words
      • 403. Frog Jump
      • 329. Longest Increasing Path in a Matrix
      • 797. All Paths From Source to Target
      • 695. Max Area of Island
      • 341. Flatten Nested List Iterator
      • 394. Decode String
      • *291. Word Pattern II
      • *694. Number of Distinct Islands
      • *1274. Number of Ships in a Rectangle
      • *1087. Brace Expansion
    • 广度优先BFS
      • 102. Binary Tree Level Order Traversal
      • 103. Binary Tree Zigzag Level Order Traversal
      • 297. Serialize and Deserialize Binary Tree
      • 310. Minimum Height Trees
      • 127. Word Ladder
      • 934. Shortest Bridge
      • 200. Number of Islands
      • 133. Clone Graph
      • 130. Surrounded Regions
      • 752. Open the Lock
      • 815. Bus Routes
      • 1091. Shortest Path in Binary Matrix
      • 542. 01 Matrix
      • 1293. Shortest Path in a Grid with Obstacles Elimination
      • 417. Pacific Atlantic Water Flow
      • 207. Course Schedule
      • 210. Course Schedule II
      • 787. Cheapest Flights Within K Stops
      • 444. Sequence Reconstruction
      • 994. Rotting Oranges
      • 785. Is Graph Bipartite?
      • *366. Find Leaves of Binary Tree
      • *314. Binary Tree Vertical Order Traversal
      • *269. Alien Dictionary
      • *323. Connected Component in Undirected Graph
      • *490. The Maze
    • 动态规划
      • 70. Climbing Stairs
      • 72. Edit Distance
      • 377. Combination Sum IV
      • 1335. Minimum Difficulty of a Job Schedule
      • 97. Interleaving String
      • 472. Concatenated Words
      • 403. Frog Jump
      • 674. Longest Continuous Increasing Subsequence
      • 62. Unique Paths
      • 64. Minimum Path Sum
      • 368. Largest Divisible Subset
      • 300. Longest Increasing Subsequence
      • 354. Russian Doll Envelopes
      • 121. Best Time to Buy and Sell Stock
      • 132. Palindrome Partitioning II
      • 312. Burst Balloons
      • 1143. Longest Common Subsequence
      • 718. Maximum Length of Repeated Subarray
      • 174. Dungeon Game
      • 115. Distinct Subsequences
      • 91. Decode Ways
      • 639. Decode Ways II
      • 712. Minimum ASCII Delete Sum for Two Strings
      • 221. Maximal Square
      • 1277. Count Square Submatrices with All Ones
      • 198. House Robber
      • 213. House Robber II
      • 1235. Maximum Profit in Job Scheduling
      • 740. Delete and Earn
      • 87. Scramble String
      • 1140. Stone Game II
      • 322. Coin Change
      • 518. Coin Change II
      • 1048. Longest String Chain
      • 44. Wildcard Matching
      • 10. Regular Expression Matching
      • 32. Longest Valid Parentheses
      • 1043. Partition Array for Maximum Sum
      • *256. Paint House
      • 926. Flip String to Monotone Increasing
      • *1062. Longest Repeating Substring
      • *1216. Valid Palindrome III
    • 贪心
      • 56. Merge Intervals
      • 621. Task Scheduler
      • 135. Candy
      • 376. Wiggle Subsequence
      • 55. Jump Game
      • 134. Gas Station
      • 1005. Maximize Sum Of Array After K Negations
      • 406. Queue Reconstruction by Height
      • 452. Minimum Number of Arrows to Burst Balloons
      • 738. Monotone Increasing Digits
    • 单调栈
      • 739. Daily Temperatures
      • 503. Next Greater Element II
      • 901. Online Stock Span
      • 85. Maximum Rectangle
      • 84. Largest Rectangle in Histogram
      • 907. Sum of Subarray Minimums
      • 239. Sliding Window Maximum
    • 前缀和
      • 53. Maximum Subarray
      • 523. Continuous Subarray Sum
      • 304. Range Sum Query 2D - Immutable
      • 1423. Maximum Points You Can Obtain from Cards
      • 1031. Maximum Sum of Two Non-Overlapping Subarrays
    • 并查集
      • 684. Redundant Connection
      • 721. Accounts Merge
      • 547. Number of Provinces
      • 737. Sentence Similarity II
      • *305. Number of Islands II
    • 字典树trie
      • 208. Implement Trie
      • 211. Design Add and Search Words Data Structure
      • 1268. Search Suggestions System
      • *1166. Design File System
      • *642. Design Search Autocomplete System
    • 扫描线sweep line
      • 253. Meeting Room II
      • 1094. Car Pooling
      • 218. The Skyline Problem
      • *759. Employee Free Time
    • tree map
      • 729. My Calendar I
      • 981. Time Based Key-Value Store
      • 846. Hand of Straights
      • 480. Sliding Window Median
      • 318. Count of Smaller Numbers After Self
    • 数学类
      • 50. Pow(x, n)
      • *311. Sparse Matrix Multiplication
      • 382. Linked List Random Node
      • 398. Random Pick Index
      • 29. Divide Two Integers
    • 设计类
      • 1603. Design Parking System
      • 355. Design Twitter
      • 1396. Design Underground System
      • *359. Logger Rate Limiter
      • *353. Design Snake Game
      • *379. Design Phone Directory
      • *588. Design In-Memory File System
      • *1244. Design A Leaderboard
    • SQL
  • 机器学习
    • 数学基础
    • 评价指标
    • 线性回归
    • 逻辑回归
    • 树模型
    • 深度学习
    • 支持向量机
    • KNN
    • 无监督学习
    • k-means
    • 强化学习 RL
    • 自然语言处理 NLP
    • 大语言模型 LLM
    • 机器视觉 CV
    • 多模态 MM
    • 分布式机器学习
    • 推荐系统
    • 异常检测与风控
    • 模型解释性
    • 多任务学习
    • MLops
    • 特征工程
    • 在线学习
    • 硬件 cuda/triton
    • 产品case分析
    • 项目deep dive
    • 机器学习代码汇总
  • 系统设计
    • 面向对象设计
      • 电梯设计
      • 停车场设计
      • Unix文件系统设计
    • 系统设计
      • 设计社交网站Twitter
      • 设计视频网站Youtube
      • 短网址系统
      • 爬虫系统
      • 任务调度系统
      • 日志系统
      • 分布式缓存
      • 广告点击聚合系统
      • webhook
    • 机器学习系统设计
      • 推荐系统
      • 搜索引擎
      • Youtube视频推荐
      • Twitter推荐
      • 广告点击预测
      • 新闻推送推荐
      • POI推荐
      • Youtube视频搜索
      • 有害内容检测
      • 大模型RAG
      • 大模型Agent
      • 信贷风控
      • 朋友推荐
      • 去重复性/版权检测
      • 情感分析
      • 目标检测
      • 问答系统
      • 知识图谱问答
  • 行为面试
    • 领导力法则
    • 问答举例
  • 案例分享
    • 准备工作
    • 面试小抄
    • 面试之后
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On this page
  • 1. 简历
  • 2. 内推
  • 3. Mock interview
  • 4. MLE极速准备版
  • 5. 长期提升
  • 参考
  1. 案例分享

准备工作

Previous案例分享Next面试小抄

Last updated 21 days ago

  • 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

  • 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

2. 内推

求助校友,求助,求助Linkedin内推-

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:
  • meetapro

4. MLE极速准备版

5. 长期提升

参考

工具网站

How to write a killer Software Engineering résumé
简历中介绍自己的机器学习项目
一亩三分地-内推板块
如何在 Linkedin 上勾搭才能得到回复
pramp
Grind 75
Neetcode 150
CS 229 Note
ML 代码
ML system design
Deep Neural Networks for YouTube Recommendations
王树森-工业界的推荐系统
CS 自学指南
名校公开课程评价网
RESUMES and COVER LETTERS - Harvard University
Interviewing and Resume Writing in English Specialization
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
如何写求职简历的注意事项
科技行业NG找工作resume的一些参考建议碎碎念
linkedin
Indeed
glassdoor
levels.fyi
一亩三分地