Machine learning coding interview. The leading platform to prepare for coding interviews.

Machine learning coding interview The process usually spans 2–4 The coding examples will be mainly based on the scikit-learn package, given its ease of use and ability to cover the most important machine learning techniques in the Python language. The ML coding interview assesses your technical problem-solving skills, knowledge of ML frameworks, and experience with the team’s sub-field. Unlike traditional algorithmic coding tests, this round emphasizes designing and implementing a complete, working solution for a real-world problem within a limited time frame, usually 60 to 90 minutes Jul 6, 2025 · Machine learning interview questions now focus on both theory and real-world applications. It's great for hands-on practice with small datasets, perfect for interview prep. I wrote about the preparation involved on the Machine Learning side and received a lot of questions about coding questions in interviews. com, HackerRank. Companies such as Google, Amazon, Open AI, Meta, Stripe, McKinsey and much more, all ask machine learning questions. Drawing on 15 years of experience and hundreds of candidate interviews, this book offers practical insights and strategies to help you excel in your next interview. Sep 9, 2025 · Prepare for the Apple machine learning engineer interview with this comprehensive guide covering process breakdowns, coding questions, ML system design, and expert preparation tips. [D] Do big tech companies do coding interviews for ML Ph. ML interview questions cover fundamental concepts (bias-variance tradeoff, regularization), coding problems (data structures, ML model implementation), and advanced topics like LLMs, MLOps, and model deployment. To help you succeed, this guide covers over 100 machine learning interview questions, categorized by experience level: Beginner, Intermediate, and Advanced. In this guide, we will learn how to use LeetCode (the right way) to improve your chances of getting a job offer! Check out our comprehensive guide of 100 machine learning interview questions and answers from basic to advanced to ace your interview and land your dream job. This blog covers essential ML concepts, techniques, and practical applications, providing concise and updated answers to common questions. May 14, 2025 · Do you want to ace your next interview for a machine-learning role? If so, then you’ll probably need to practice with LeetCode. ly/3Nk4qzXThis video covers essential tips for acing machine l Jul 22, 2024 · Complete guide to Google machine learning engineer interviews. Nov 11, 2025 · Prepare for the Google Machine Learning Engineer interview with coding, ML theory, and system design questions, plus a full breakdown of the interview process and how to stand out for Google’s AI teams. You can also use their built-in datasets to practice with. Jul 5, 2021 · So, it’s common to see a mix of objective type questions on Probability and statistics, Machine Learning, Deep Learning (like 10 questions of 2 points each) and a few coding questions on SQL, Machine Learning and Data Structures and Algorithms (rare but noticeable) (2–5 questions, their weightages based on complexity and concept) Few examples: Deep Learning represents a subset of machine learning that emphasizes multi-layered artificial neural networks. Given this is the case, I think it's much more useful to prepare for these interviews by doing a bunch of coding questions. Prepare for the Google Machine Learning Engineer interview with an inside look at the interview process and sample questions. Practice ML, deep learning, NLP, and computer vision concepts to land your dream job. Understanding basics like overfitting, bias, and regression improves interview performance. Amazon Machine Learning Engineer Interview: K-Means Clustering - • Amazon Machine Learning Engineer Interview ABOUT US: Did you enjoy this video? Want to land your dream career? Feb 13, 2025 · The interview process will likely assess your technical skills in machine learning, coding, and problem-solving, as well as your ability to communicate effectively and work collaboratively in a fast-paced environment. Mar 24, 2025 · In this article, I’ll walk you through the top Machine Learning interview questions, backed by real-world anecdotes, simplified explanations, and bite-sized code examples. . The interview will be comprised mainly of technical Master machine learning coding challenges and system design questions to confidently tackle technical interviews at top tech companies. While it isn't FAANG I believe the interview process is probably quite similar. May 4, 2025 · Master these must-know ML questions to ace your next interview — from basics to advanced real-world scenarios Mar 15, 2025 · This blog provides 20+ machine learning interview questions for freshers, covering theoretical concepts, coding, statistics, and real-world applications. From understanding supervised and unsupervised learning, to working with algorithms like regression, decision trees and neural networks, every concept plays a role in solving real-world problems. Deep Learning represents a subset of machine learning that emphasizes multi-layered artificial neural networks. This is the best place to expand your knowledge and get prepared for your next interview. I have recently gone through the interview process at TikTok for a machine (deep) learning engineer role. ML coding module may or may not exist in particular companies interviews. Prepare for the Apple Machine Learning Engineer interview with an inside look at the interview process and sample questions. Machine learning is now a Feb 25, 2025 · Top 50 LeetCode Problems for Data Scientist and Machine Learning Interview Preparation — Updated (2025) In the competitive world of data science and machine learning interviews, algorithmic … Apr 5, 2024 · Technical and programming interview questions are common for machine learning roles. To learn more about it, check out my course CS 329S: Machine learning systems design at Stanford. Dive into the world of machine learning interviews with Inside the Machine Learning Interview, a comprehensive 314-page guide crafted by an ex-Amazonian and former Twitter Staff ML Engineer. io blog so Mar 15, 2025 · How to prepare for machine learning interview questions Technical and programming interview questions are common for machine learning roles. I was wondering if people here could share some of the coding questions they experienced in ML Eng interviews, or point me to good Leetcode-style MLEng question banks? Prepare for machine learning interviews with expert-curated questions, detailed explanations, and resources. really comes down to nailing few patterns that these companies look for. LeetCode is a website where you can practice coding questions for interviews. Master essential algorithms and data structures, and land your dream job with AlgoExpert. Explore basic, intermediate, and advanced level questions. This book is not a replacement to machine learning textbooks nor a shortcut to game the interviews. The general coding interview is very similar to SW engineer coding interviews, and one can get prepared for this one Feb 13, 2025 · The interview process will likely assess your technical skills in machine learning, coding, and system design, as well as your ability to collaborate and communicate effectively within a team. The following assumes you're familiar with Python. •Beginners start preparing 2-3 months before the interview, and intermediates about 1 month. Prepare for the Microsoft Machine Learning Engineer interview with an inside look at the interview process and sample questions. Learn how to get a Machine Learning Engineer job at Google with essential tips from past interviewers and hiring managers. In this guide, you’ll find an overview of what to expect—from coding and system design rounds to ML theory and product-driven case studies—so you can Apr 11, 2021 · I recently interviewed with Microsoft (Data Scientist ll), Amazon (Applied AI Scientist) and Apple (Software Development : Machine Learning). Nov 4, 2024 · Here's a comprehensive guide with 120 REAL questions! These questions are fair game across data scientist, ML engineer and LLM engineer interviews. Level up your coding skills and quickly land a job. Learn how to get a Machine Learning Engineer job at Microsoft with essential tips from past interviewers and hiring managers. The sklearn documentation rules. Jan 9, 2024 · Ace ML interview topics, including coding assessments, statistics and machine learning theory, and behavioral questions Prepare for interviews in statistics and machine learning theory by studying common interview questions Join over 28 million developers in solving code challenges on HackerRank, one of the best ways to prepare for programming interviews. Today, take a deep dive into the top machine learning interview questions for FAANG companies. Oct 1, 2025 · Explore our list of the top 27 data science coding interview questions with detailed answers. The leading platform to prepare for machine learning interviews. The questions are difficult, specific to Meta, and cover a wide range of topics. From linear regression to distributed training strategies, these questions aim to test your depth of knowledge and practical know‑how. Jun 18, 2025 · Technical interviews for machine learning engineers assess coding skills, system design knowledge, and problem-solving abilities across various phases, including initial screenings and on-site assessments. I'm also not referring to junior jobs where you could reasonably argue the coding challenges give candidates a chance to demonstrate their ability despite having little real-world experience. Feb 13, 2025 · The Pwc Machine Learning Engineer interview guide, interview questions, salary data, and interview experiences. Then we explain some of the common problems that one would come across when training a machine learning model. AI Coding Questions It's important to know more than just theory and math before walking into machine learning interviews, because the coding portion of these interviews will test your knowledge in an applied format. Nov 18, 2023 · Coding Interview This is inevitable if you are aiming for a job at a tech company. Sep 29, 2025 · 25 Scale Machine Learning Engineer interview questions and 25 interview reviews. Feb 26, 2025 · Many people ask me about how to prepare for MLE interviews. No boring toy Jul 17, 2025 · Top Machine Learning Interview Questions with Answers on what is ML, its growing importance, and types—supervised, unsupervised & reinforcement learning. Ace your interview by mastering these key coding challenges. May 15, 2025 · Learn the most commonly asked Python machine learning interview questions and answers, including Python fundamentals and Python libraries related to data science like NumPy, Pandas, Tensorflow, and Scikit. Website in beta! During the on-site (or virtual on-site) interview, you may be asked to do a whiteboard coding challenge and/or explain machine learning concepts. Free interview details posted anonymously by Scale interview candidates. Nov 4, 2024 · Ace your machine learning interviews with Exponent’s ML engineer interview course: https://bit. We have ML Coding, Theory and ML System Design Questions. It is also a great place to learn new concepts and algorithms. I have a technical interview coming up for a ML engineer internship position. Mar 10, 2025 · Learn the most commonly asked machine learning interview questions and answers, including conceptual, coding, and system design questions. Oct 25, 2022 · How I Cracked the Meta Machine Learning Engineering Interview Practical tips for the coding, design, and behavior rounds I recently landed an offer with Meta as Machine Learning Engineer (MLE) … Prepare for your Machine Learning interview with key questions on overfitting, bias-variance, confusion matrix, cross-validation, and learning types. You can view our free Linear Regression ML Question, Linear Regression Coding Question and System Design Template . Jul 17, 2025 · Top Machine Learning Interview Questions with Answers on what is ML, its growing importance, and types—supervised, unsupervised & reinforcement learning. In an interview you may be asked about your experience with pertinent coding languages such as Java and C++ as well as with writing algorithms. Machine Learning System Design - Early Preview - Buy on Amazon Machine Learning interviews book on Amazon. Jul 5, 2022 · Sample answers to 21 machine learning interview questions that could appear in any data scientist or machine learning engineer interview. This course includes an interview framework, rubric to explain how you’re graded, mock interviews, and practice questions. Jan 11, 2025 · Prepare for your interview with this comprehensive guide to machine learning questions, covering everything from basic concepts and algorithms to advanced and role-specific topics. Jul 31, 2024 · How to Ace Machine Learning Interviews: My Personal Playbook Resources that helped me prepare for ML interview rounds Getting ready for a machine learning interview at a big tech company or Of course, it's not to stop them applying, and of course the interview process is not advertised. In order to prepare for a machine learning interview, developers should focus on key topics like algorithms, data preprocessing, model evaluation, and common frameworks. Oct 10, 2025 · Prepare for your machine learning interview with these top questions and answers. You must rehearse Machine Learning Engineer interview questions beforehand. 🟣 LLMs interview questions and answers to help you prepare for your next machine learning and data science interview in 2025. It would be my first technical interview, what should I expect? I asked the company and they said it would be an hour long, and they would ask me to solve a practical problem (coding), the kind that they might encounter at the job. Concepts like MLOps, transfer learning, and model explainability are rising in importance. Interview questions for Machine learning round at Google I have my interview at Google and one of the round would be a ML round focused on deep learning and neutral networks. Feb 14, 2025 · What are the most commonly asked machine learning interview questions in 2025? A. research/student scientist intern positions? Dec 20, 2019 · Where can we find examples of machie learning coding interview questions on LeetCode? For example , implement Logistic Regression from scratch. Apr 20, 2022 · This guide has everything you need to know to ace your machine learning interview, including machine learning interview questions with answers, & resources. Whether you are an aspiring ML engineer or a data scientist, these questions will help you understand what to expect in an interview. Oct 18, 2024 · Preparing for a machine learning interview can be challenging, especially for those new to the field. Knowing what to expect allows Nov 5, 2025 · Think you can engineer intelligence at Meta’s scale? Explore the 2025 Meta ML Engineer interview playbook with real system design strategies, coding insights, recruiter advice, and salary data you won’t find anywhere else. Dec 24, 2024 · I would refer to Chip Huyen’s Machine Learning Interview book for a more detailed discussion of different ML-related roles. Meta's was a regular SWE interview, but with an added MLE design section. Over 120 interview questions and answers to prepare you for ML Engineer interviews at Google, Facebook, Apple and other top tech companies. You must practice them in speech and learn how to answer them professionally. Learn how to get a Machine Learning Engineer job at TikTok with essential tips from past interviewers and hiring managers. Master fundamental machine learning topics, sharpen your coding and systems design skills, and land your dream job with MLExpert. It’s a tool to consolidate your existing theoretical and practical knowledge in machine learning. Learn how to get a Machine Learning Engineer job at Apple with essential tips from past interviewers and hiring managers. Best of luck with May 28, 2024 · Do you have an upcoming machine learning interview? This is an ML engineer interview guide that covers core machine learning concepts you should know before going into interviews and what to expect during the interview process. Jun 26, 2023 · Below are 50+ Machine Learning interview questions that you can practice to let your interviewer know you are the right person for their company. Even though the code is in TF (Chollet is the author of Keras) there are a lot of great tips and Land your dream machine learning role at Meta, Google, Amazon, Apple, Microsoft, Nvidia, and other top companies. Prepare for the Uber ML engineer interview with a step-by-step guide covering interview stages, coding questions, ML theory, and system design strategies tailored for Uber's high-scale environment. This guide breaks down each stage of the process, what Meta looks for, and how to prepare with real example questions. Our thoughtfully selected machine learning coding interview questions encompass the most crucial applied concepts and are sourced from actual interview experiences. You can find a variety of resources, system design summaries, and hands-on coding examples, projects, and more. Jul 3, 2024 · Getting ready for a machine learning interview at a big tech company or startup? It can feel overwhelming with all the different rounds, from testing your broad knowledge to diving deep into specific problems, system design, and coding challenges. Python ML is the use of the Python programming language in the implementation of machine learning algorithms. Meta MLE interview process Meta’s machine learning engineer interviews are structured but fast-paced. com, InterviewBit. Aug 8, 2025 · 100 Page ML Book Ace the Data Science Interview Deep Learning book from Ian Goodfellow, et al Deep Learning with Python, Francois Chollet Hands-on Machine Learning with Scikit-Learn and TensorFlow DeepLearning for Coders with Fastai and PyTorch Natural Language Processing with Python Deep Learning in Production, Sergios Karagiannakos code repo Neural Networks and Deep Learning Dive into Deep Sep 30, 2024 · Here’s a comprehensive list of 100 AI/ML interview questions for developers covering fundamental concepts, algorithms, statistics, optimization, deployment, and case-based questions. com etc. Expect five key stages. It is a broadly applied area in the field of artificial intelligence, originating from the ability of machines to learn from data and make predictions or decisions without being explicitly programmed. Oct 3, 2025 · 51 Apple Machine Learning Engineer interview questions and 46 interview reviews. I’ll share what helped me get a position with Meta and Block here. Depending on the company and seniority level, there are usually one or two rounds of general coding interviews. Preparation for technical interviews should focus on coding challenges, system design inquiries, and mathematical principles relevant to machine learning, emphasizing real-world application Apr 24, 2025 · Prepare for your Machine Learning interview with 90+ questions, covering core concepts, algorithms, and ML on AWS & Azure to help you land your dream role. Follow News about AI projects Most popular post: One lesson I learned after solving 500 leetcode questions Oct 10th: Machine Learning System Design course became the number 1 ML course on educative. A curated list of problems to prepare for Machine Learning coding interviews—covering data prep, model building, optimization, and evaluation. In this article, I plan to Dec 5, 2024 · Prepare confidently for your next machine learning (ML) interview with our comprehensive guide on the top 25 ML Interview Questions and Answers. Feb 13, 2025 · Introduction Preparing for a coding interview for a Machine Learning Engineer role requires a strong grasp of algorithms, data structures, and problem-solving techniques. The leading platform to prepare for coding interviews. Day 1 included one coding interview, one behavior interview, and two design rounds: system design and ML system design. Sep 3, 2025 · Software / Machine Learning Engineer Interview Prep - A collection of resources that I found useful in my job search for the various components of the technical interviewing process. 🟣 Pytorch interview questions and answers to help you prepare for your next machine learning and data science interview in 2025. Sep 16, 2024 · The machine learning interview is a rigorous process. Oct 28, 2020 · Summary This article provides a list of cheat sheets covering important topics for a Machine learning interview followed by some example questions. This repo aims to serve as a guide to prepare for Machine Learning (AI) Engineering interviews for relevant roles at big tech companies (in particular FAANG). As an ML engineer, you're first expected to have a good understanding of general software engineering concepts, and in particular, basic algorithms and data structure. Oct 1, 2025 · Machine learning system design interview questions test your ability to architect scalable, production-ready ML solutions. Dec 23, 2024 · Check out the most asked Machine Learning Interview Questions for freshers and experienced professionals at top tech companies. Employers ask technical questions to assess understanding of key concepts, algorithms, and practical applications. Preparing for common interview questions can help job seekers showcase their expertise and land exciting roles in machine learning. Jul 31, 2024 · How to Ace Machine Learning Interviews: My Personal Playbook Resources that helped me prepare for ML interview rounds Getting ready for a machine learning interview at a big tech company or Sep 30, 2024 · A Machine Coding Round is a coding challenge typically used in technical interviews, especially for roles like software development, data engineering, and machine learning engineering. Learn on-the-go coding tips and master machine learning interview prep with this bundle of tech ebooks from Mammoth Club! Oct 14, 2024 · The interview process is known to be rigorous, requiring candidates to demonstrate a deep understanding of machine learning principles, coding, and practical applications. Jul 26, 2021 · Explore these common machine learning interview questions and tips on how to prepare for your upcoming interviews. Free interview details posted anonymously by Apple interview candidates. - InterviewP Jul 11, 2025 · What Is the Interview Process Like for a Machine Learning Engineer Role at eBay? The interview process evaluates your end-to-end ML skillset—from coding and algorithms to system design and deployment awareness. We offer a range of questions tailored for data science and ML interviews, covering topics like algorithms, data structures, and specific ML concepts. In tech interviews, Python ML-related questions not only assess a candidate's May 5, 2025 · In this guide, we’ve compiled 30 real coding & system‑design questions you might face in a machine learning job interview. Jun 10, 2025 · This article will provide an overview of tips on preparing for your interview, a list of common machine learning interview questions, and sample answers. I was familiar with these interviews from my days in software engineering Review this list of 78 coding machine learning engineer interview questions and answers verified by hiring managers and candidates. Learn more about the role, the interview process, practice with example questions, and learn key interviewing and prep tips. •Practice coding questions: •Multiple online resources such as LeetCode. Feb 14, 2025 · The interview process will likely assess your technical skills in machine learning, programming, and system design, as well as your ability to work collaboratively in a fast-paced environment. Oct 21, 2024 · This article contains the top machine learning interview questions and answers for 2024, broken down into introductory and experienced categories. 200+ Flashcards for ML Engineer Interview Prep (Got into FAANG) I made 200+ flashcards to review everything from my years of ML research, classes, and independent study. Feb 25, 2025 · Top 50 LeetCode Problems for Data Scientist and Machine Learning Interview Preparation — Updated (2025) In the competitive world of data science and machine learning interviews, algorithmic … Apr 5, 2024 · Technical and programming interview questions are common for machine learning roles. •Pick one online resource and aim for easy and medium coding questions (approx. Oct 4, 2025 · Your All-in-One Learning Portal: GeeksforGeeks is a comprehensive educational platform that empowers learners across domains-spanning computer science and programming, school education, upskilling, commerce, software tools, competitive exams, and more. ly/3Nk4qzXThis video covers essential tips for acing machine l What You’ll Find in This Guide Interview Process Overview Coding Interview Machine Learning (ML) System Design Interview Behavioral Interview Appendix / Resources Welcome to your prep guide for your interview process with Meta. Dec 15, 2024 · Blog Resources: MLE Interview Prep Template. Screener, coding question, behavioral, system design, ML system design. Whether you’re starting your journey or advancing your career, these questions provide a solid foundation across various machine Today’s guest is our IQ coach Vivek, a Software engineer at Google. This resource contains a template to track your coding questions, ML system design notes, and a list of questions to prepare for behavioral interviews. The first part provides an overview of the machine learning interview process, what types of machine learning roles are available, what skills each role requires, what kinds of questions are often asked, and how to prepare for them. Feb 18, 2025 · Want to ace the Meta Machine Learning Engineer interview in 2025? Learn the process, interview questions, and pro tips to land a job at Meta. You need to demonstrate technical fluency in structuring the end-to-end machine learning pipeline, designing systems for real-time data ingestion, model training, and deployment, scaling models to millions of users, and ensuring reliability, efficiency, and performance. Dec 1, 2024 · This article provides a comprehensive list of 90+ interview questions covering Machine Learning Basics, Data Processing, Machine Learning Models, Statistics and Probability, Python Programming, Object-Oriented Programming in Python, and Deep Learning. Nov 18, 2024 · Machine learning interviews test a candidate’s knowledge and problem-solving skills in this fast-growing field. Explore ML system design, core concepts, coding, behavioral interviews, and more. You’ll need to demonstrate strong coding skills, machine learning system design expertise, and a clear understanding of Meta’s products and culture. Prepare for your Machine Learning interview with key questions on overfitting, bias-variance, confusion matrix, cross-validation, and learning types. We’ll go through an algorithms interview question asked at apple about calculating an abs Oct 15, 2024 · When I was interviewing for New Grad roles, I took ML system design courses (Educative: Grokking the Machine Learning Interview and read Alex Xu’s Machine Learning System Design Interview. Does anyone know what kind of questions do they ask in this round? Any resource for preparation? Do they go into maths for deep learning and nn? Feb 9, 2023 · Cracking a machine learning interview at companies like Facebook, Google, Netflix, Snap etc. Recruiters want to assess your knowledge of fundamental machine learning methods and concepts like deep learning, natural language processing (NLP), and random sampling. Congrats on landing a machine learning engineer role! For practicing ML interview questions with coding challenges, check out Interview Query. April 29th: I launched mlengineer. You need to prove your coding skills. What You’ll Find in This Guide Interview Process Overview Coding Interview Machine Learning (ML) System Design Interview Behavioral Interview Appendix / Resources Welcome to your prep guide for your interview process with Meta. Prepare for the TikTok Machine Learning Engineer interview with an inside look at the interview process and sample questions. Jul 23, 2024 · Complete guide to Amazon machine learning engineer interviews. May 17, 2024 · The virtual onsite was spread over 2 days. Feb 16, 2025 · Are you gearing up for a machine learning interview and feeling a bit overwhelmed? Fear not! In this comprehensive guide, we've compiled 70 machine-learning interview questions and their detailed answers to help you ace your next interview. The role of MLE could come under different names, such as machine learning engineer, machine learning scientist, deep learning engineer, machine learning developer, applied machine learning scientist, data scientist, etc. Machine Learning - How In the previous chapter, we answer the general question: what is a machine learning model ? In this chapter, we illustrate the common workflow on how to train a machine learning model. 100-150). Jun 20, 2025 · Prepare for your Atlassian machine learning engineer interview with a complete guide on the interview process, ML craft questions, and system design topics that reflect real-world challenges at Atlassian. These deep neural networks (DNNs) have the unparalleled ability to learn from unstructured or unlabeled data. Jun 23, 2025 · The Tiktok machine learning engineer interview is your gateway to a position where you’ll design, implement, and scale the models that power TikTok’s addictive “For You” feed, real-time video filters, and ad targeting algorithms. Meta’s machine learning engineer (MLE) interviews test coding ability, ML system design, and product sense—often under tight time limits. D. June 8th: launch interview stories series. Boost your chances of landing the job with expert insights and tips. I'd suggest taking a look at their modules for a reminder of the basic techniques. Jan 27, 2025 · Want to ace the eBay Data Scientist interview in 2025? Learn the process, interview questions, and pro tips to land a job at eBay. The interviewers will also ask important questions that test your soft skills and potential fit with the company. Learn from mock interviews, frameworks, and advice from senior candidates. Our engineers and recruiters put together this guide so you know what to expect and how to prepare. Oct 6, 2025 · Machine Learning concepts form the foundation of how models are built, trained and evaluated. Recruiters use interviews to assess a qualified candidate's knowledge of fundamental machine-learning methods and concepts. For deep learning, my favorite book is Chollet's Deep Learning in Python. Jan 21, 2010 · "To get a job in machine learning, you must have the programming and mathematical knowledge to create artificial intelligence that is capable of learning new tasks without being explicitly coded. Jul 3, 2025 · Master your machine learning interview with this comprehensive guide covering technical concepts, coding practice, system design A collection of technical interview questions for machine learning and computer vision engineering positions. Oct 20, 2025 · Machine learning engineer interviews at Meta are really challenging. The good news is that, there are only a limited number of ML algorithms that candidates are expected to be able to code. vozkgqme wsllr knrez jhzxsq rjqjhb mkhc gmejkx fgohjp xyo owmijtd suk cxbrvxy kue aidd rxs