Uber Product Manager Interview - Flawless Interview Answer by Uber PM: Machine Learning Model Design

Interviewing for a PM role at Uber? We worked with 12 Uber PMs, including 5 GPM Product Leads and 2 D1 Hiring Managers to create the Flagship Uber PM Interview course! Learn our four-prone strategy for systematically getting the Uber PM offer letter: https://www.productalliance.com/courses/flagship-uber-pm-interview-courseref= https%3A%2F%2Fcourse.productalliance.com%2Fa%2F2147497108%2FH65DPEzL As you watch this video, pay close attention to how the Uber PM structures his thinking to mine for ideas, smoothly demonstrates his design and customer focus skills in an execution interview, and takes the opportunity to dig deep into the details of machine learning and A/B testing. Chapters - 0:00 Introduction 1:03 The interviewer introduces the question: Build an ML model to predict granola bar sales in any Walmart store. Your model can only take in 10 variables. 2:04 – Andy establishes buckets to consider for the question and then brainstorms the corresponding variables. Pay close attention to how this allows him to create a more structured answer. 2:51 - Interview panel analyzes why Andy’s ability to structure his response from the beginning positions himself well to generate new ideas 3:40 - Andy talks through potential variables under the “time” bucket 4:30 - Interview panel talks about how Andy’s attention to seasonality as a variable is key for B2C companies. 5:20 - Andy describes potential variables under the “user” bucket 6:36 - Interview panel analyzes Andy’s response and ability to show off his design thinking and customer focused skills 7:21 - Andy talks through potential variables under the “macroenvironment” bucket 8:46 - Interview panel points out how taking the time to think about adjacent subject areas like economics helped Andy come up with creative variables 9:48 – Pay close attention to how Andy clarifies his assumptions with the interviewer, allowing him to ensure he is on the right track. 10:28 - Andy describes how he would build a model and test it 11:46 – Andy explains how he would establish a simpler model and how he would conduct A/B testing. Notice how the interviewer asked Andy for a baseline model; when asked a machine learning question, always make sure to define your baseline model as well as your ML model. 12:28 - Interview panel describes how Andy did a good job of explaining A/B testing, creating a baseline model, and explaining the pros and cons of machine learning. 14:24 - Andy goes more in depth into how he would implement and test his model 16:38 - Interview panel gives an overall analysis of Andy’s response. 1️⃣ Watch Product Alliance’s exclusive teardown of Uber’s strategy to become the dominant Super App of the West: /watch/ouF495ECFY9C4 2️⃣ Watch our FREE mock FAANG PM interviews series: /playlist?list ... - Product question by Amazon PM: /watch/YyZAAQtsVhosA - Product question by Google PM: /watch/E5gLV5JONFgOL - Execution question answered by Facebook PM: /watch/QS6EzarO7tdOE 👉 Subscribe to our channel: /c/ProductAlli ... 🚀 Discover more free videos that aren’t on YouTube: https://www.productalliance.com/cours ... ABOUT US: Here at Product Alliance, we are laser focused on creating the highest quality and most up to date product management interview resources known to man. Unlike our competitors, we don't offer interview courses in everything under the sun from software engineering to management consulting. Product Alliance courses are taught by practicing product leaders at top companies including Google, Facebook, Microsoft, Amazon, Uber, Lyft, LinkedIn, and Airbnb. They’ve passed a rigorous vetting process and been coached by our management team long before they ever hit “record.” Our instructors have taught our material at Harvard, MIT, Kellogg, Columbia and more! Product Alliance offers everything from video courses to one-on-one PM interview coaching to monthly updated interview question lists that you are actually likely to see during your actual interviews! Visit us at https://www.productalliance.com to discover why thousands of Product Managers have already claimed their lifetime Product Alliance membership. #Uber #pminterview #productmanagement #tech #productmanager #product #prodmgmt #UberPM #UberSeniorPM #ProductInterview #ProductAlliance #UberInterview #ProductDesign #ProductSense

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