"Functional Requirement
Monitor health, metrics
Alert in case of failure/anomaly
Visualize the live health
Analyse machines on periodic basis
Non Functional
Should not exert load on machines
low latency
Highly scalable
Logs/Metrics Gathering
push - machine gather and send to system and low priority background thread along with batching
pull - heart beat check (for offline machines)
Processing
Real time streaming using Kafka/kinesis + Flink
TimeSeries database for stor"
Sourabh G. - "Functional Requirement
Monitor health, metrics
Alert in case of failure/anomaly
Visualize the live health
Analyse machines on periodic basis
Non Functional
Should not exert load on machines
low latency
Highly scalable
Logs/Metrics Gathering
push - machine gather and send to system and low priority background thread along with batching
pull - heart beat check (for offline machines)
Processing
Real time streaming using Kafka/kinesis + Flink
TimeSeries database for stor"See full answer
"
Questions:
Deadly diseases: new and current
CEO of healthtech startup: adoption phase
Mission: to improve and extend lives
What we do: Research new diseases and connects people to doctors
Structure: Objective -> Macro-Factors -> Company -> Users -> Suggestions
Objective:
Why? Mission to improve and extend lives
How do we inform the world about these 20 deadly diseases we detected?
Macro-Factors(climate/competition)
World events like pandemics - this is a good investment*
"
Cameron P. - "
Questions:
Deadly diseases: new and current
CEO of healthtech startup: adoption phase
Mission: to improve and extend lives
What we do: Research new diseases and connects people to doctors
Structure: Objective -> Macro-Factors -> Company -> Users -> Suggestions
Objective:
Why? Mission to improve and extend lives
How do we inform the world about these 20 deadly diseases we detected?
Macro-Factors(climate/competition)
World events like pandemics - this is a good investment*
"See full answer
"Start your stream
Use the Post tab to: Choose where to post your live broadcast. Write a description. Select a camera, mic and screen (if screen sharing). Add a title for your live broadcast (optional). Select the primary language of the stream. ...
Once everything is set, select Go Live."
Abdurhman M. - "Start your stream
Use the Post tab to: Choose where to post your live broadcast. Write a description. Select a camera, mic and screen (if screen sharing). Add a title for your live broadcast (optional). Select the primary language of the stream. ...
Once everything is set, select Go Live."See full answer
Technical Program Manager
Product Design
+1 more
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"P(A) = 0.6
P(B) = 0.4
P(D|A) = 0.05
P(D|B) = 0.03
Question asks to solve for P(A|D)
P(A|D) = (P(D|A) x P(A))/P(D) = (0.05 x 0.6)/(P(D|A) x P(A) + P(D|B) x P(B)) = (0.05 x 0.6)/(0.05 x 0.6+0.03 x 0.4) = 30/42 = 5/7 = 0.714
Notice above that P(D) = P(D|A) x P(A) + P(D|B) x P (B)"
Saurabh K. - "P(A) = 0.6
P(B) = 0.4
P(D|A) = 0.05
P(D|B) = 0.03
Question asks to solve for P(A|D)
P(A|D) = (P(D|A) x P(A))/P(D) = (0.05 x 0.6)/(P(D|A) x P(A) + P(D|B) x P(B)) = (0.05 x 0.6)/(0.05 x 0.6+0.03 x 0.4) = 30/42 = 5/7 = 0.714
Notice above that P(D) = P(D|A) x P(A) + P(D|B) x P (B)"See full answer
"Thank you for the question! Normally, I would want to ask some clarifying questions to try to better understand the scope of the problem. Below are some of those questions & assumptions I am going to make because I need to submit an answer without getting a response.
Question 1: What is Facebook’s north star metric for this exercise? Growth? Engagement? I’m also keeping in mind that because we are talking about building a birthday feature in the earlier stages of Facebook, their north s"
Anonymous Jellyfish - "Thank you for the question! Normally, I would want to ask some clarifying questions to try to better understand the scope of the problem. Below are some of those questions & assumptions I am going to make because I need to submit an answer without getting a response.
Question 1: What is Facebook’s north star metric for this exercise? Growth? Engagement? I’m also keeping in mind that because we are talking about building a birthday feature in the earlier stages of Facebook, their north s"See full answer
"(This is debugging, then trade off question)
WAU and email open rates can be influencing each other, especially an email opened and then clicked could lead to an active user, but it doesn't necessarily mean that they have correlations or be the only reason causing changes.
The approach
So we definitely need to look at each cause of Why MAU goes up, and why email notification open rates go down, then develop some hypothesis on for proper cause,
I'd love to gather some info to narr"
Scarlett S. - "(This is debugging, then trade off question)
WAU and email open rates can be influencing each other, especially an email opened and then clicked could lead to an active user, but it doesn't necessarily mean that they have correlations or be the only reason causing changes.
The approach
So we definitely need to look at each cause of Why MAU goes up, and why email notification open rates go down, then develop some hypothesis on for proper cause,
I'd love to gather some info to narr"See full answer
"Lyft’s mission: To become the world’s best transportation company
CQ:
· Region: USA
· Metrics to improve: Engagement
User persona:
· Passengers
· Drivers
Will consider passengers persona for this case.
Use case / pain points:
Exact pick up location is not visible on the map
Not able to communicate exact location to the driver due to unknown location
How to change the pick-up location in case passenger has to move around
Features:
Passenger can share a pictur"
Kena K. - "Lyft’s mission: To become the world’s best transportation company
CQ:
· Region: USA
· Metrics to improve: Engagement
User persona:
· Passengers
· Drivers
Will consider passengers persona for this case.
Use case / pain points:
Exact pick up location is not visible on the map
Not able to communicate exact location to the driver due to unknown location
How to change the pick-up location in case passenger has to move around
Features:
Passenger can share a pictur"See full answer
"
import java.util.*;
public class Solution {
public static List generateParentheses(int n) {
List strings = new ArrayList();
if(n == 0){
return strings;
}
StringBuilder stringBuilder = new StringBuilder();
stringBuilder.append("(");
int openCount = 1;
int closeCount = 0;
int positions = (n*2)-1;
generateBrackets(positions, stringBuilder, strings, openCount, closeCount);
r"
Adarsha S. - "
import java.util.*;
public class Solution {
public static List generateParentheses(int n) {
List strings = new ArrayList();
if(n == 0){
return strings;
}
StringBuilder stringBuilder = new StringBuilder();
stringBuilder.append("(");
int openCount = 1;
int closeCount = 0;
int positions = (n*2)-1;
generateBrackets(positions, stringBuilder, strings, openCount, closeCount);
r"See full answer
"Clarifying Questions:
Is this for business travel, personal travel, or both?
Are there any particular objectives that we want to focus on?
Think about why Facebook would want to do this
is it because they are thinking about building an external-facing travel product, and want to test it on Facebook employees first?
Facebook employees work hard, so they want to make sure that their employees are taking the vacations they need to optimize performance
List user types
employees trav"
Greg W. - "Clarifying Questions:
Is this for business travel, personal travel, or both?
Are there any particular objectives that we want to focus on?
Think about why Facebook would want to do this
is it because they are thinking about building an external-facing travel product, and want to test it on Facebook employees first?
Facebook employees work hard, so they want to make sure that their employees are taking the vacations they need to optimize performance
List user types
employees trav"See full answer
"Hi, Sharad!
Quick feedback after reading your response: make sure to understand what's the underlying problem: Why do users stop using the app after 3 months? Only then can you give specific and high-impact recommendations.
I hope this helps!"
Julien C. - "Hi, Sharad!
Quick feedback after reading your response: make sure to understand what's the underlying problem: Why do users stop using the app after 3 months? Only then can you give specific and high-impact recommendations.
I hope this helps!"See full answer
"Use Normalization when:
When using pixel values (0-255) into a Neural Network. ➔ Normalize the data between [0,1] to avoid huge input values that could slow down training.
When using k-Nearest Neighbors (kNN) or K-Means Clustering. ➔ Because distance metrics like Euclidean distance are highly sensitive to magnitude differences.
You are building a Recommender System using Cosine Similarity.➔ Cosine similarity needs data to be unit norm.
Use **Sta"
Abhinav J. - "Use Normalization when:
When using pixel values (0-255) into a Neural Network. ➔ Normalize the data between [0,1] to avoid huge input values that could slow down training.
When using k-Nearest Neighbors (kNN) or K-Means Clustering. ➔ Because distance metrics like Euclidean distance are highly sensitive to magnitude differences.
You are building a Recommender System using Cosine Similarity.➔ Cosine similarity needs data to be unit norm.
Use **Sta"See full answer
"Goal of the engine : 1. Recommend the "right" videos 2. Make users watch the videos continuously
The design consists of 4 different components :
Video database (corpus): Consists of million of videos.
Recommendation Engine : Based on User history (watch and search history, when enabled) coupled with user context (country, time of the day), the millions of videos are filtered to hundreds of videos and passed through the recommendation engine
Ranking : Apart from user history and contex"
Anjaly J. - "Goal of the engine : 1. Recommend the "right" videos 2. Make users watch the videos continuously
The design consists of 4 different components :
Video database (corpus): Consists of million of videos.
Recommendation Engine : Based on User history (watch and search history, when enabled) coupled with user context (country, time of the day), the millions of videos are filtered to hundreds of videos and passed through the recommendation engine
Ranking : Apart from user history and contex"See full answer
"Clarifying Questions
What is definition of blind - people who cannot see
Is this also inclusive of partially blind - No
Does this cater people who are blind naturally or got blind due to some illness or accident - Only natural
Why do you want to build it - what is the intended goal
Improve the smartphone experience
Do we expect the users any kind of phone experience when we talk about this device - Yes, basic phone experience with accessibility features
"
Product V. - "Clarifying Questions
What is definition of blind - people who cannot see
Is this also inclusive of partially blind - No
Does this cater people who are blind naturally or got blind due to some illness or accident - Only natural
Why do you want to build it - what is the intended goal
Improve the smartphone experience
Do we expect the users any kind of phone experience when we talk about this device - Yes, basic phone experience with accessibility features
"See full answer
"Instagram Reels: Instagram's answer to TikTok, Reels allows users to create and share short-form videos within the Instagram app. It leverages Instagram's existing user base and social features.
YouTube Shorts: YouTube introduced Shorts as a feature within its platform to enable users to create short, catchy videos. It capitalizes on YouTube's extensive content creator community and viewer base.
Snapchat Spotlight: Snapchat's Spotlight feature highlights short-form videos in"
Jessie Y. - "Instagram Reels: Instagram's answer to TikTok, Reels allows users to create and share short-form videos within the Instagram app. It leverages Instagram's existing user base and social features.
YouTube Shorts: YouTube introduced Shorts as a feature within its platform to enable users to create short, catchy videos. It capitalizes on YouTube's extensive content creator community and viewer base.
Snapchat Spotlight: Snapchat's Spotlight feature highlights short-form videos in"See full answer
"I faltered on this question. I haven't given a PMM interview in a very long time since I moved from marketing to pure product management.
I chose DownDog Yoga App as my preferred app, since I use either either their sleep meditations or the yoga app thrice a week. The feature that was introduced was Aerial Yoga (the interviewer made it as a feature)
I went with the assumption that Aerial Yoga is something that needs to be driven off-line rather than online - requires studio space, infrastructr"
Garima B. - "I faltered on this question. I haven't given a PMM interview in a very long time since I moved from marketing to pure product management.
I chose DownDog Yoga App as my preferred app, since I use either either their sleep meditations or the yoga app thrice a week. The feature that was introduced was Aerial Yoga (the interviewer made it as a feature)
I went with the assumption that Aerial Yoga is something that needs to be driven off-line rather than online - requires studio space, infrastructr"See full answer