[In the coming weeks, Exponent is becoming Aced.](/content/blog/exponent-is-becoming-aced?src=banner/index.html) [Skip to main content](/content/courses/forward-deployed-engineering?src=nav#main-content/index.html) Curriculum Features [Upgrade now](/content/upgrade?course=forward-deployed-engineering&src=course/index.html) # Forward Deployed Engineering Interviews Land your next role in forward deployed engineering (FDE) at top companies like Google, Anthropic, OpenAI, and startups. Learn from mock interviews, frameworks, and advice from senior candidates. Perfect your system design, coding, and behavioral interviews. Top FDE interview questions and answers Interactive coding exercises with AI feedback Full-length mock interviews & walkthroughs [Get all access for $12 / month](/content/upgrade?course=forward-deployed-engineering&src=course/index.html) [Try free preview](/content/courses/forward-deployed-engineering/intro-fde-interviews/fde-welcome/index.html) Taught by Saurabh ShrivastavaHead of FDE, AWS Kamesh VedulaFounding Senior FDE @ Rippling Rajat Doshiex-Palantir FDE Vinoo GaneshCEO at Kepler (ex-Palantir, Citadel) Kevin BaiApplied AI at Anthropic (ex-Rippling FDE) Stephen ChuDeployed Engineering at LangChain Ivory TangFounder at Contour (ex-Cartesia FDE) Rohan JinturkarEngineering at OpenAI (ex-Palantir) Saurabh ShrivastavaHead of FDE, AWS Kamesh VedulaFounding Senior FDE @ Rippling Rajat Doshiex-Palantir FDE Vinoo GaneshCEO at Kepler (ex-Palantir, Citadel) Kevin BaiApplied AI at Anthropic (ex-Rippling FDE) Stephen ChuDeployed Engineering at LangChain Ivory TangFounder at Contour (ex-Cartesia FDE) Rohan JinturkarEngineering at OpenAI (ex-Palantir) ## Featured videos Start with a free lesson, then unlock all 83 video lessons. \\ \\ Free\\ \\ **Know the Rules So You Can Break Them**](/content/courses/forward-deployed-engineering/fde-behavioral/breaking-interview-rules/index.html) \\ \\ Members\\ \\ **Understand the FDE Role Before You Interview for It**](/content/upgrade?course=forward-deployed-engineering&src=course/index.html) \\ \\ Members\\ \\ **Design System to Improve NYC Traffic**](/content/upgrade?course=forward-deployed-engineering&src=course/index.html) Interview prep trusted by 1M+ candidates who've landed jobs at \\ \\ Unlock all lessons\\ \\ 83 videos · AI mocks · certificate\\ \\ Get access — $12/mo](/content/upgrade?course=forward-deployed-engineering&src=course/index.html) What you'll find in this course 9 courses 83 videos 67 hours ### FDE Introduction 2 modules 6 lessons 4 videos Learn what an FDE is, how the role differs across companies, and what their interview processes look like. Then figure out exactly what to prep for based on the interview process you're facing. Overview 2 lessons [Welcome to the Forward-Deployed Engineer Interview Prep Course!\\ \\ Free](/content/courses/forward-deployed-engineering/intro-fde-interviews/fde-welcome/index.html) [The FDE Interview Process](/content/courses/forward-deployed-engineering/intro-fde-interviews/fde-loop/index.html) Fireside Chats 4 lessons·4 videos \\ \\ What Hiring Managers Look for When Building an FDE Team](/content/courses/forward-deployed-engineering/intro-fde-interviews/hiring-managers-on-building-fde/index.html) \\ \\ Understand the FDE Role Before You Interview for It](/content/courses/forward-deployed-engineering/intro-fde-interviews/understanding-fde/index.html) \\ \\ Is the FDE Role Right for You?](/content/courses/forward-deployed-engineering/intro-fde-interviews/should-you-pick-fde/index.html) \\ \\ How to Win the LangChain Deployed Engineer Interview](/content/courses/forward-deployed-engineering/intro-fde-interviews/langchain-deployed-engineer-interview/index.html) ### Decomposition Questions 2 modules 6 lessons 2 videos Learn how to answer the most challenging round in the FDE loop: decomposition questions. Pioneered by Palantir (also known as open-ended questions) and now popular at other companies, these questions reward a specific way of thinking. Demystify what interviewers are looking for, and see how real FDEs answer these questions themselves. Overview 3 lessons [What are Decomposition Questions?\\ \\ Free](/content/courses/forward-deployed-engineering/decomposition/what-are-decomposition-questions/index.html) [How to Answer Decomposition Questions](/content/courses/forward-deployed-engineering/decomposition/how-to-answer-decomposition-questions/index.html) [Rubric for Decomposition Questions](/content/courses/forward-deployed-engineering/decomposition/decomposition-rubric/index.html) Mock Interviews & Practice 3 lessons·2 videos \\ \\ Design Sync System Between Employee Record Systems](/content/courses/forward-deployed-engineering/decomposition/decomp-employee-record-sync/index.html) \\ \\ Design System to Improve NYC Traffic](/content/courses/forward-deployed-engineering/decomposition/decomp-improve-nyc-traffic/index.html) [Design Field Catalog\\ \\ Coming soon](/content/courses/forward-deployed-engineering/decomposition/decomp-field-catalog/index.html) ### Practical Coding Interviews 4 modules 13 lessons 3 videos This course covers new practical and AI-assisted coding interviews, where engineers are expected to build, extend, and debug realistic codebases and work alongside coding agents. Overview 2 lessons·1 video [Introduction\\ \\ Free](/content/courses/forward-deployed-engineering/practical-coding-interviews/intro-practical-coding/index.html) \\ \\ Bonus: AI-Assisted Coding Round at Meta](/content/courses/forward-deployed-engineering/practical-coding-interviews/bonus-ai-assisted-coding-round-at-meta/index.html) Building New Projects 1 new4 lessons·1 video [Building New Projects](/content/courses/forward-deployed-engineering/practical-coding-interviews/building-new-projects/index.html) \\ \\ Web Crawler](/content/courses/forward-deployed-engineering/practical-coding-interviews/web-crawler-project/index.html) [Parse CSV Transactions\\ \\ New](/content/courses/forward-deployed-engineering/practical-coding-interviews/parse-csv-transactions/index.html) [Find Duplicate Files](/content/courses/forward-deployed-engineering/practical-coding-interviews/find-duplicate-files/index.html) Extending Codebases 3 new4 lessons·1 video [Extending Codebases](/content/courses/forward-deployed-engineering/practical-coding-interviews/extending-existing-codebases/index.html) [Build a Rate Limiter\\ \\ New](/content/courses/forward-deployed-engineering/practical-coding-interviews/add-rate-limiter/index.html) \\ \\ Key-Value Store with TTL\\ \\ New](/content/courses/forward-deployed-engineering/practical-coding-interviews/kv-store-ttl/index.html) [Movie Recommendation API\\ \\ New](/content/courses/forward-deployed-engineering/practical-coding-interviews/movie-recommendations/index.html) Debugging 2 new3 lessons [Debugging Interviews](/content/courses/forward-deployed-engineering/practical-coding-interviews/debugging-interviews/index.html) [Debug API Errors in Production\\ \\ New](/content/courses/forward-deployed-engineering/practical-coding-interviews/debug-api-errors/index.html) [Debug Loyalty Points System\\ \\ New](/content/courses/forward-deployed-engineering/practical-coding-interviews/debug-loyalty-system/index.html) ### Behavioral Questions for Forward-Deployed Engineers 4 modules 28 lessons 14 videos A customer sits on the other side of most of the FDE job, so interviewers are deciding whether they can trust you in the room with one. We'll teach you the three question types and how to answer the customer-facing ones even if you've never held a customer-facing title. Fast Track (Start Here) 5 lessons In a rush? This is your minimum viable prep. [Introduction to Behavioral Questions](/content/courses/forward-deployed-engineering/fde-behavioral/fde-behavioral-intro/index.html) [Avoiding Downleveling](/content/courses/forward-deployed-engineering/fde-behavioral/avoiding-downleveling/index.html) [Approaching the 3 Question Types](/content/courses/forward-deployed-engineering/fde-behavioral/answering-fde-behavioral-questions/index.html) [How to Answer Customer Interaction Questions](/content/courses/forward-deployed-engineering/fde-behavioral/answering-customer-interaction-questions/index.html) [Answering Customer Interaction Questions Without Experience](/content/courses/forward-deployed-engineering/fde-behavioral/customer-interaction-questions-without-experience/index.html) Theory 7 lessons·5 videos·46 min Avoid the most common mistakes. Discover what interviewers are actually searching for. \\ \\ Why Engineers Fail Interviews](/content/courses/forward-deployed-engineering/fde-behavioral/why-engineers-fail-interviews/index.html) \\ \\ The Question Beneath the Question](/content/courses/forward-deployed-engineering/fde-behavioral/question-beneath/index.html) [Measuring Culture Fit](/content/courses/forward-deployed-engineering/fde-behavioral/measuring-culture-fit/index.html) [Demonstrating Impact](/content/courses/forward-deployed-engineering/fde-behavioral/demonstrating-impact/index.html) \\ \\ Introducing Yourself: Do's and Don'ts](/content/courses/forward-deployed-engineering/fde-behavioral/introducing-yourself-dos-donts/index.html) \\ \\ "Why Our Company?"](/content/courses/forward-deployed-engineering/fde-behavioral/why-our-company/index.html) \\ \\ Prevent Instant Rejection](/content/courses/forward-deployed-engineering/fde-behavioral/non-obvious-dealbreakers/index.html) Tactics 5 lessons·2 videos·29 min Execute these practical steps for success in "must know" scenarios. \\ \\ Know the Rules So You Can Break Them\\ \\ Free](/content/courses/forward-deployed-engineering/fde-behavioral/breaking-interview-rules/index.html) [Types of Interviewers](/content/courses/forward-deployed-engineering/fde-behavioral/types-of-interviewers/index.html) [Sharing the Optimal Level of Detail](/content/courses/forward-deployed-engineering/fde-behavioral/sharing-details-depth/index.html) \\ \\ Stop Sounding Like a Robot\\ \\ Free](/content/courses/forward-deployed-engineering/fde-behavioral/sounding-like-robot/index.html) [Reversing a Downlevel Offer\\ \\ Free](/content/courses/forward-deployed-engineering/fde-behavioral/reversing-downlevel-offer/index.html) Mock Interviews and Practice 11 lessons·7 videos \\ \\ Pushing Back on Clients, End-to-End Technical Wins, Cross-Functional Work](/content/courses/forward-deployed-engineering/fde-behavioral/push-back-client-technical-cross-functional/index.html) [Why FDE?\\ \\ Coming soon](/content/courses/forward-deployed-engineering/fde-behavioral/why-fde/index.html) [Challenging Deployment\\ \\ Coming soon](/content/courses/forward-deployed-engineering/fde-behavioral/challenging-deployment/index.html) [Customer Pushing Scope of Work\\ \\ Coming soon](/content/courses/forward-deployed-engineering/fde-behavioral/customer-pushing-sow/index.html) [Customer Feedback to Core Product Improvement\\ \\ Coming soon](/content/courses/forward-deployed-engineering/fde-behavioral/customer-feedback-to-core-product-improvement/index.html) \\ \\ Demonstrating Ownership (Part 1)](/content/courses/forward-deployed-engineering/fde-behavioral/demonstrating-ownership/index.html) \\ \\ Demonstrating Ownership (Part 2: Analysis)](/content/courses/forward-deployed-engineering/fde-behavioral/analysis-demonstrating-ownership/index.html) \\ \\ Be Seen as a Senior Engineer (Part 1: Mock Interview)](/content/courses/forward-deployed-engineering/fde-behavioral/behavioral-senior-engineer/index.html) \\ \\ Be Seen as a Senior Engineer (Part 2: Analysis)](/content/courses/forward-deployed-engineering/fde-behavioral/analysis-senior-engineer/index.html) \\ \\ Do You Meet the Senior+ Bar? (Part 1)](/content/courses/forward-deployed-engineering/fde-behavioral/senior-plus-faang/index.html) \\ \\ Do You Meet the Senior+ Bar? (Part 2: Analysis)](/content/courses/forward-deployed-engineering/fde-behavioral/analysis-senior-plus-faang/index.html) ### Project Deep Dives for Forward-Deployed Engineers 4 lessons A full 45 minutes on one project you already built, judged on technical depth as much as business impact. We'll show you how to pick the right project, structure your slides, and answer the follow-ups interviewers use to stump you. [What are FDE Project Deep Dives?\\ \\ Free](/content/courses/forward-deployed-engineering/fde-project-deep-dives/what-are-project-deep-dives/index.html) [How to Choose Your Project](/content/courses/forward-deployed-engineering/fde-project-deep-dives/choose-deep-dive-project/index.html) [How to Prepare Your Project](/content/courses/forward-deployed-engineering/fde-project-deep-dives/prepare-deep-dive-project/index.html) [Presentation Tips From Interviewers](/content/courses/forward-deployed-engineering/fde-project-deep-dives/deep-dive-presentation-tips/index.html) ### Take-Home Assignments for Forward Deployed Engineers Coming soon Ace both the take-home and the presentation with our guide. Get guidance on when and how to use AI to enhance your work, plus the inside scoop on take-home assignments at popular companies. ### System Design Interviews 11 modules 71 lessons 32 videos Learn how to answer the latest system design questions across product, infrastructure, and AI domains. Features in-depth video examples, written breakdowns, and helpful reference patterns. Watch senior engineers and managers answer these questions in mock interview videos. Overview 5 lessons·1 video [Introduction to the System Design Interview\\ \\ Free](/content/courses/forward-deployed-engineering/system-design-interviews/system-design-interview/index.html) \\ \\ How to Answer System Design Interview Questions](/content/courses/forward-deployed-engineering/system-design-interviews/intro-architecture/index.html) [The Must-Know System Design Patterns\\ \\ Free](/content/courses/forward-deployed-engineering/system-design-interviews/system-design-patterns/index.html) [Rubric for System Design Interviews](/content/courses/forward-deployed-engineering/system-design-interviews/system-design-interview-rubric/index.html) [How to Use a Whiteboard in System Design Interviews\\ \\ Free](/content/courses/forward-deployed-engineering/system-design-interviews/whiteboarding/index.html) Read-Heavy Systems 6 lessons·4 videos [Read-Heavy Systems](/content/courses/forward-deployed-engineering/system-design-interviews/read-heavy-systems/index.html) \\ \\ Design a URL Shortener](/content/courses/forward-deployed-engineering/system-design-interviews/url-shortener/index.html) \\ \\ Design Typeahead for Search Box](/content/courses/forward-deployed-engineering/system-design-interviews/design-typeahead-search-box/index.html) \\ \\ Design Instagram](/content/courses/forward-deployed-engineering/system-design-interviews/mock-interview-design-instagram/index.html) \\ \\ Design Twitter](/content/courses/forward-deployed-engineering/system-design-interviews/design-twitter-video/index.html) [Design the Reddit Homepage](/content/courses/forward-deployed-engineering/system-design-interviews/design-reddit-homepage/index.html) Event-Driven Systems 4 lessons·3 videos [Event-Driven and Pub/Sub Architectures](/content/courses/forward-deployed-engineering/system-design-interviews/event-driven-pubsub/index.html) \\ \\ Design a Distributed Message Queue](/content/courses/forward-deployed-engineering/system-design-interviews/mock-interview-design-a-distributed-message-queue/index.html) \\ \\ Design Webhook Delivery](/content/courses/forward-deployed-engineering/system-design-interviews/design-webhook-delivery/index.html) \\ \\ Design Uber Eats](/content/courses/forward-deployed-engineering/system-design-interviews/design-uber-eats/index.html) Async Jobs and Workers 4 lessons·2 videos [Async Jobs and Workers](/content/courses/forward-deployed-engineering/system-design-interviews/async-jobs-workers/index.html) \\ \\ Design a Web Crawler](/content/courses/forward-deployed-engineering/system-design-interviews/design-web-crawler/index.html) [Design a Job Scheduler](/content/courses/forward-deployed-engineering/system-design-interviews/design-job-scheduler/index.html) \\ \\ Design App that Downloads User Data](/content/courses/forward-deployed-engineering/system-design-interviews/design-app-downloads-user-data/index.html) Distributed Data Storage & Partitioning 6 lessons·4 videos [Partitioned and Distributed Storage](/content/courses/forward-deployed-engineering/system-design-interviews/distributed-storage/index.html) \\ \\ Design a Key Value Store](/content/courses/forward-deployed-engineering/system-design-interviews/design-key-value-store/index.html) \\ \\ Design a Rate Limiter](/content/courses/forward-deployed-engineering/system-design-interviews/design-rate-limiter/index.html) \\ \\ Design a Distributed LRU Cache](/content/courses/forward-deployed-engineering/system-design-interviews/design-a-distributed-lru-cache/index.html) \\ \\ Design Dropbox](/content/courses/forward-deployed-engineering/system-design-interviews/design-dropbox/index.html) [Design Distributed Storage (S3)](/content/courses/forward-deployed-engineering/system-design-interviews/design-distributed-storage/index.html) Transactional Systems 4 lessons·3 videos [Transactional Systems](/content/courses/forward-deployed-engineering/system-design-interviews/transactional-workflows/index.html) \\ \\ Design Ticketmaster](/content/courses/forward-deployed-engineering/system-design-interviews/design-ticketmaster/index.html) \\ \\ Design a Hotel Booking System](/content/courses/forward-deployed-engineering/system-design-interviews/mock-interview-design-a-hotel-booking-service/index.html) \\ \\ Design a Parking Garage](/content/courses/forward-deployed-engineering/system-design-interviews/design-parking-garage/index.html) Batch Processing and Data Pipelines 6 lessons·4 videos [Batch Processing and Data Pipelines](/content/courses/forward-deployed-engineering/system-design-interviews/batch-data-pipelines/index.html) \\ \\ Design a Metrics and Logging Service](/content/courses/forward-deployed-engineering/system-design-interviews/design-metrics-logging/index.html) \\ \\ Design an Application Performance Monitoring System](/content/courses/forward-deployed-engineering/system-design-interviews/design-application-performance-monitoring-system/index.html) [Design a Document Processing Pipeline](/content/courses/forward-deployed-engineering/system-design-interviews/design-document-pipeline/index.html) \\ \\ Design Zillow](/content/courses/forward-deployed-engineering/system-design-interviews/design-zillow/index.html) \\ \\ Design a Weather App](/content/courses/forward-deployed-engineering/system-design-interviews/design-weather-app/index.html) Real-Time and Collaborative Systems 6 lessons·4 videos [Real-Time and Collaborative Systems](/content/courses/forward-deployed-engineering/system-design-interviews/realtime-collaborative/index.html) \\ \\ Design Facebook Messenger](/content/courses/forward-deployed-engineering/system-design-interviews/facebook-messenger-whatsapp/index.html) \\ \\ Design WhatsApp](/content/courses/forward-deployed-engineering/system-design-interviews/design-whatsapp/index.html) \\ \\ Design Chess.com](/content/courses/forward-deployed-engineering/system-design-interviews/design-chess-com/index.html) [Design Slack](/content/courses/forward-deployed-engineering/system-design-interviews/design-slack/index.html) \\ \\ Design Google Docs](/content/courses/forward-deployed-engineering/system-design-interviews/design-google-docs/index.html) Media Streaming and Content Delivery 5 lessons·3 videos [Media Streaming and Content Delivery](/content/courses/forward-deployed-engineering/system-design-interviews/media-streaming/index.html) \\ \\ Design YouTube](/content/courses/forward-deployed-engineering/system-design-interviews/design-youtube/index.html) \\ \\ Design Netflix](/content/courses/forward-deployed-engineering/system-design-interviews/design-netflix/index.html) \\ \\ Design TikTok](/content/courses/forward-deployed-engineering/system-design-interviews/design-tiktok/index.html) [Design Twitch](/content/courses/forward-deployed-engineering/system-design-interviews/design-twitch/index.html) Agentic AI Systems 7 lessons·2 videos [Agentic AI Architectures](/content/courses/forward-deployed-engineering/system-design-interviews/agentic-ai/index.html) \\ \\ Design an AI-Powered Customer Support System](/content/courses/forward-deployed-engineering/system-design-interviews/design-an-ai-powered-customer-support-system/index.html) \\ \\ Design ChatGPT](/content/courses/forward-deployed-engineering/system-design-interviews/design-chatgpt/index.html) [File Uploader for AI Chat App](/content/courses/forward-deployed-engineering/system-design-interviews/file-uploader-ai-chat/index.html) [Design an LLM Query Batching System](/content/courses/forward-deployed-engineering/system-design-interviews/design-llm-query-batching/index.html) [Design Claude Code](/content/courses/forward-deployed-engineering/system-design-interviews/design-claude-code/index.html) [Design a Real-Time Voice AI](/content/courses/forward-deployed-engineering/system-design-interviews/design-voice-ai/index.html) Appendix: System Design Concepts 18 lessons·2 videos [System Design Glossary](/content/courses/forward-deployed-engineering/system-design-interviews/system-design-glossary/index.html) [Top Engineering Blogs](/content/courses/forward-deployed-engineering/system-design-interviews/company-engineering-blogs/index.html) [Caching](/content/courses/forward-deployed-engineering/system-design-interviews/system-design-caching/index.html) [CDNs](/content/courses/forward-deployed-engineering/system-design-interviews/content-delivery-network/index.html) [Web Protocol Questions](/content/courses/forward-deployed-engineering/system-design-interviews/web-protocols/index.html) \\ \\ APIs](/content/courses/forward-deployed-engineering/system-design-interviews/system-design-apis/index.html) [Load Balancing\\ \\ Free](/content/courses/forward-deployed-engineering/system-design-interviews/load-balancers/index.html) \\ \\ CAP Theorem](/content/courses/forward-deployed-engineering/system-design-interviews/cap-theorem/index.html) [SQL vs. NoSQL](/content/courses/forward-deployed-engineering/system-design-interviews/sql-nosql/index.html) [Database Sharding](/content/courses/forward-deployed-engineering/system-design-interviews/database-sharding/index.html) [Replication](/content/courses/forward-deployed-engineering/system-design-interviews/replication/index.html) [Consistent Hashing](/content/courses/forward-deployed-engineering/system-design-interviews/consistent-hashing/index.html) [Asynchronous Processing](/content/courses/forward-deployed-engineering/system-design-interviews/asynchronous-processing/index.html) [Encryption](/content/courses/forward-deployed-engineering/system-design-interviews/encryption/index.html) [Authentication and Authorization](/content/courses/forward-deployed-engineering/system-design-interviews/authentication-authorization/index.html) [Cloud Architecture](/content/courses/forward-deployed-engineering/system-design-interviews/cloud-architecture/index.html) [Availability](/content/courses/forward-deployed-engineering/system-design-interviews/availability-strategies/index.html) [Reliability](/content/courses/forward-deployed-engineering/system-design-interviews/reliability-strategies/index.html) ### Software Engineering Coding Questions 15 modules 118 lessons 28 videos Review fundamental SWE concepts to help you tackle programming problems with confidence. Master the key data structures and algorithms in a variety of real coding questions and expert videos. Overview 6 lessons·5 videos [Tips for Acing Technical Coding Interviews](/content/courses/forward-deployed-engineering/swe-practice/swe-tips/index.html) \\ \\ Choosing the Right Language for Your Technical Interview](/content/courses/forward-deployed-engineering/swe-practice/choosing-the-right-language-for-your-technical-interview/index.html) \\ \\ Practice: Move Zeros to End of Array\\ \\ FreeEasy](/content/courses/forward-deployed-engineering/swe-practice/move-zeros-to-end-of-array-practice/index.html) \\ \\ Practice: Remove Duplicates in String\\ \\ FreeMedium](/content/courses/forward-deployed-engineering/swe-practice/remove-duplicates-in-string-practice/index.html) \\ \\ Practice: Contiguous Subarray Sum\\ \\ FreeHard](/content/courses/forward-deployed-engineering/swe-practice/contiguous-subarray-sum-practice/index.html) \\ \\ Bonus: AI-Assisted Coding Round at Meta](/content/courses/forward-deployed-engineering/swe-practice/bonus-ai-assisted-coding-round-at-meta/index.html) Fast Track 6 lessons·5 hr In a rush? This is your minimum viable prep. [How to Prep for a Coding Interview Fast\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/prep-coding-interview-fast/index.html) [Arrays, Two Pointers, Stacks, and Sliding Window\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/arrays-two-pointers-stacks-and-sliding-window/index.html) [Binary Search, Heaps, and Intervals\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/binary-search-heaps-and-intervals/index.html) [Linked Lists, Trees, and Tries\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/linked-lists-trees-and-tries/index.html) [Backtracking, Graphs, and DP\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/backtracking-graphs-dp/index.html) [How to Answer Any Coding Interview Question\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/how-to-answer-any-coding-interview-question/index.html) Time & Space Complexity 4 lessons [Understanding Big O Notation](/content/courses/forward-deployed-engineering/swe-practice/understanding-big-o-notation/index.html) [Analyzing Time Complexity](/content/courses/forward-deployed-engineering/swe-practice/analyzing-time-complexity/index.html) [Analyzing Space Complexity](/content/courses/forward-deployed-engineering/swe-practice/analyzing-space-complexity/index.html) [Optimizing Your Algorithms](/content/courses/forward-deployed-engineering/swe-practice/optimizing-your-algorithms/index.html) Coding Patterns 8 lessons [Introduction to Coding Patterns\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/introduction-to-coding-patterns/index.html) [Two Pointer\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/two-pointer/index.html) [Prefix Sum](/content/courses/forward-deployed-engineering/swe-practice/prefix-sum/index.html) [Tortoise & Hare](/content/courses/forward-deployed-engineering/swe-practice/tortoise-and-hare/index.html) [Sliding Window](/content/courses/forward-deployed-engineering/swe-practice/sliding-window/index.html) [Two Pass](/content/courses/forward-deployed-engineering/swe-practice/two-pass/index.html) [Bit Manipulation](/content/courses/forward-deployed-engineering/swe-practice/bit-manipulation/index.html) [Cyclic Sort](/content/courses/forward-deployed-engineering/swe-practice/cyclic-sort/index.html) Arrays 12 lessons·5 videos [Arrays\\ \\ Free](/content/courses/forward-deployed-engineering/swe-practice/arrays/index.html) \\ \\ Move Zeros to End of Array\\ \\ FreeEasy](/content/courses/forward-deployed-engineering/swe-practice/move-zeros-to-end-of-array/index.html) \\ \\ Three Sum\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/three-sum/index.html) \\ \\ Merge Intervals\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/merge-intervals/index.html) [Group Anagrams\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/group-anagrams/index.html) \\ \\ Product of Array Except Self\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/product-of-array-except-self/index.html) [Copy a Spiral Matrix\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/matrix-spiral-copy/index.html) [Maximum Subarray Sum\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/maximum-subarray-sum/index.html) [Container with Most Water\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/container-with-most-water/index.html) [Task Scheduler\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/task-scheduler/index.html) [Trap Rain Water\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/trap-rain-water/index.html) \\ \\ Contiguous Subarray Sum\\ \\ FreeHard](/content/courses/forward-deployed-engineering/swe-practice/contiguous-subarray-sum/index.html) Hash Tables 6 lessons·1 video [Hash Tables](/content/courses/forward-deployed-engineering/swe-practice/hash-tables/index.html) [Maximum Profit\\ \\ FreeEasy](/content/courses/forward-deployed-engineering/swe-practice/maximum-profit/index.html) [Difference of Arrays\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/difference-of-arrays/index.html) [Smallest Missing Integer\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/smallest-missing-integer/index.html) [Two Sum\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/two-sum/index.html) \\ \\ Boggle Board\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/boggle-board/index.html) Searching & Sorting 8 lessons·1 video [Sorting Algorithms](/content/courses/forward-deployed-engineering/swe-practice/sorting-algorithms/index.html) [Binary Search](/content/courses/forward-deployed-engineering/swe-practice/binary-search/index.html) [Number Finder\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/number-finder/index.html) [Find the Duplicates\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/find-the-duplicates/index.html) [K-Messed Array Sort\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/k-messed-array-sort/index.html) \\ \\ Rotations in Circularly Sorted Array\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/rotations-in-circularly-sorted-array/index.html) [Koko Eating Bananas\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/koko-eating-bananas/index.html) [Find the Peak Element\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/find-the-peak-element/index.html) String Manipulation 9 lessons·3 videos [Most Common Words\\ \\ FreeEasy](/content/courses/forward-deployed-engineering/swe-practice/most-common-words/index.html) [Valid Palindrome\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/valid-palindrome/index.html) [Validate IP Address\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/validate-ip-address/index.html) [Decrypt Message\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/decrypt-message/index.html) \\ \\ Minimum Window Substring\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/minimum-window-substring/index.html) \\ \\ Serialize and Deserialize Strings\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/serialize-deserialize-strings/index.html) [Longest Substring Without Repeat\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/longest-substring-without-repeat/index.html) \\ \\ Remove Duplicates in String\\ \\ FreeMedium](/content/courses/forward-deployed-engineering/swe-practice/remove-duplicates-in-string/index.html) [Longest Palindromic Substring\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/longest-palindromic-substring/index.html) Graphs 9 lessons·3 videos [Graphs](/content/courses/forward-deployed-engineering/swe-practice/graphs/index.html) [Graph Search](/content/courses/forward-deployed-engineering/swe-practice/graph-search/index.html) [Degrees of Friendship\\ \\ FreeEasy](/content/courses/forward-deployed-engineering/swe-practice/degrees-of-friendship/index.html) \\ \\ Sentence Similarity\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/sentence-similarity/index.html) \\ \\ Number of Islands\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/number-islands/index.html) [Rotting Oranges\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/rotting-oranges/index.html) [Course Schedule\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/course-schedule/index.html) \\ \\ Edit Distance\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/edit-distance/index.html) [Redundant Connection\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/redundant-connection/index.html) Trees 9 lessons·1 video [Trees](/content/courses/forward-deployed-engineering/swe-practice/trees/index.html) [Balanced Tree\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/balanced-tree/index.html) \\ \\ Diameter of a Tree\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/diameter-tree/index.html) [Validate Binary Search Tree\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/validate-binary-search-tree/index.html) [Construct Binary Tree\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/construct-binary-tree/index.html) [Implement Trie\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/implement-trie/index.html) [Lowest Common Ancestor of a Binary Tree\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/lowest-common-ancestor-of-a-binary-tree/index.html) [Find Largest Smaller BST Key\\ \\ FreeHard](/content/courses/forward-deployed-engineering/swe-practice/largest-smaller-bst-key/index.html) [BST Successor Search\\ \\ FreeHard](/content/courses/forward-deployed-engineering/swe-practice/bst-successor-search/index.html) Stacks & Queues 8 lessons·1 video [Stacks](/content/courses/forward-deployed-engineering/swe-practice/stacks/index.html) [Queues](/content/courses/forward-deployed-engineering/swe-practice/queues/index.html) [Min Stack\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/min-stack/index.html) [Reverse a Sentence\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/sentence-reverse/index.html) [Valid Parentheses\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/valid-parentheses/index.html) [Daily Temperatures\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/daily-temperatures/index.html) [Shortest Cell Path\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/shortest-cell-path/index.html) \\ \\ Conversion Ratios\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/conversion-ratios/index.html) Linked Lists 6 lessons·2 videos [Linked Lists](/content/courses/forward-deployed-engineering/swe-practice/linked-lists/index.html) [Reverse Linked List\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/reverse-linked-list/index.html) [Linked List Cycle\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/linked-list-cycle/index.html) \\ \\ Merge Sort Doubly Linked List\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/merge-sort-doubly-linked-list/index.html) \\ \\ Merge Linked Lists\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/merge-linked-lists/index.html) [LRU Cache\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/lru-cache/index.html) Heaps 5 lessons·2 videos [Heaps](/content/courses/forward-deployed-engineering/swe-practice/heaps/index.html) [Find Largest Numbers\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/largest-numbers/index.html) \\ \\ Buy and Sell Stock\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/buy-sell-stock/index.html) [Find Median from Data Stream\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/find-median-from-data-stream/index.html) \\ \\ Meta Onsite Coding Round (Kth Largest Element in an Array and Minimum Remove to Make Valid Parentheses)](/content/courses/forward-deployed-engineering/swe-practice/meta-onsite-coding-round-kth-largest-element-in-an-array-and-minimum-remove-to-make-valid-parentheses/index.html) Recursion & Backtracking 12 lessons·2 videos [Recursion](/content/courses/forward-deployed-engineering/swe-practice/recursion/index.html) [Fibonacci Numbers\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/fibonacci/index.html) \\ \\ Generate Parentheses\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/generate-parentheses/index.html) [Subsets\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/subsets/index.html) [Sales Path\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/sales-path/index.html) [Flatten a Dictionary\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/flatten-a-dictionary/index.html) [Build a Calculator\\ \\ FreeMedium](/content/courses/forward-deployed-engineering/swe-practice/calculator/index.html) [Permutations\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/permutations/index.html) [Combination Sum\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/combination-sum/index.html) \\ \\ Implement Promise.all()\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/implement-promiseall/index.html) [Sudoku Solver\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/sudoku-solver/index.html) [Build a Basic Regex Parser\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/basic-regex-parser/index.html) Dynamic Programming 10 lessons·2 videos [Dynamic Programming](/content/courses/forward-deployed-engineering/swe-practice/dynamic-programming/index.html) [Climbing Stairs\\ \\ Easy](/content/courses/forward-deployed-engineering/swe-practice/climbing-stairs/index.html) [Prime Numbers\\ \\ FreeMedium](/content/courses/forward-deployed-engineering/swe-practice/prime-numbers/index.html) \\ \\ Knapsack Problem\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/knapsack-problem/index.html) [List the Difference Between Two Strings\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/diff-between-two-strings/index.html) \\ \\ Target Sum\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/target-sum/index.html) [Coin Change\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/coin-change/index.html) [Partition Equal Subset Sum\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/partition-equal-subset-sum/index.html) [DNA Sequence\\ \\ Hard](/content/courses/forward-deployed-engineering/swe-practice/dna-sequence/index.html) [Unique Paths\\ \\ Medium](/content/courses/forward-deployed-engineering/swe-practice/unique-paths/index.html) ### Generative AI Interviews 4 modules 16 lessons Ace your interviews at AI-first and AI-powered companies. Learn to explain how Gen AI really works, where it fails, and how to use it responsibly. Understand how top tech companies build and deploy AI products and how generative AI works in production, from LLMs and RAG systems to real-world deployment. Overview 5 lessons [Welcome to Exponent’s Generative AI Course\\ \\ Free](/content/courses/forward-deployed-engineering/gen-ai-interviews/gen-ai-welcome/index.html) [What is Generative AI?](/content/courses/forward-deployed-engineering/gen-ai-interviews/what-is-gen-ai/index.html) [Generative AI Glossary](/content/courses/forward-deployed-engineering/gen-ai-interviews/gen-ai-glossary/index.html) [Top AI Companies to Work For\\ \\ Free](/content/courses/forward-deployed-engineering/gen-ai-interviews/ai-companies-list/index.html) [What’s next in Generative AI?](/content/courses/forward-deployed-engineering/gen-ai-interviews/gen-ai-whats-next/index.html) Understanding Generative AI 6 lessons [How Gen AI Knowledge is Tested in Interviews\\ \\ Free](/content/courses/forward-deployed-engineering/gen-ai-interviews/how-gen-ai-knowledge-is-tested/index.html) [How Generative AI Works (Without the Jargon)](/content/courses/forward-deployed-engineering/gen-ai-interviews/how-gen-ai-works/index.html) [Generative AI and Hallucinations](/content/courses/forward-deployed-engineering/gen-ai-interviews/gen-ai-hallucinations/index.html) [Generative AI and Security](/content/courses/forward-deployed-engineering/gen-ai-interviews/gen-ai-security/index.html) [Generative AI Evaluation](/content/courses/forward-deployed-engineering/gen-ai-interviews/gen-ai-evaluation/index.html) [Bias, Fairness, and Responsible AI\\ \\ Coming soon](/content/courses/forward-deployed-engineering/gen-ai-interviews/bias-fairness-and-responsible-ai/index.html) Using Generative AI 5 lessons [How Prompt Engineering is Tested in Interviews\\ \\ Coming soon](/content/courses/forward-deployed-engineering/gen-ai-interviews/how-prompt-engineering-is-tested/index.html) [How to Approach Prompt Engineering in Interviews](/content/courses/forward-deployed-engineering/gen-ai-interviews/prompt-engineering-approach/index.html) [How to Vibe Code in an Interview](/content/courses/forward-deployed-engineering/gen-ai-interviews/gen-ai-prototyping/index.html) [Walkthrough: AI Prototyping](/content/courses/forward-deployed-engineering/gen-ai-interviews/ai-prototyping-walkthrough/index.html) [Retrieval-Augmented Generation](/content/courses/forward-deployed-engineering/gen-ai-interviews/retrieval-augmented-generation/index.html) Mock Interviews Coming soon ### Get this course, plus everything Aced has to offer [Upgrade now →](/content/upgrade?course=forward-deployed-engineering&src=course/index.html) Question database and community answers Get full access to our database of 3,000+ verified interview questions and browse by company, role, or interview stage. 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