"The question given is intentionally very open ended. As the key phrases used are "air travel" which can encompass all parts of the journey not just the airport or flight experience & "improve the perception" which doesn't necessarily require fixing the problem (although you'd hope that was part of the conclusion). In addition, the constraints of time (1-year) and resources ($10M) means you must be very prescriptive.
As such I think it'd be important to ask the following clarifying questions"
Kevin S. - "The question given is intentionally very open ended. As the key phrases used are "air travel" which can encompass all parts of the journey not just the airport or flight experience & "improve the perception" which doesn't necessarily require fixing the problem (although you'd hope that was part of the conclusion). In addition, the constraints of time (1-year) and resources ($10M) means you must be very prescriptive.
As such I think it'd be important to ask the following clarifying questions"See full answer
"I'd like to clarify the question here for better understanding.
Are we targeting any location? Assuming WW
Do we have any demographics of the users? Assuming overall users
Did we see any drop recently in TV watching users metrics for which we want to improve the watch time on TVs? No, in general we want to improve this area.
Are we looking to improve the overall Netflix watch time on TV, not to acquire new users? Correct.
As Netflix is offering content of so many genres of con"
Vijendar K. - "I'd like to clarify the question here for better understanding.
Are we targeting any location? Assuming WW
Do we have any demographics of the users? Assuming overall users
Did we see any drop recently in TV watching users metrics for which we want to improve the watch time on TVs? No, in general we want to improve this area.
Are we looking to improve the overall Netflix watch time on TV, not to acquire new users? Correct.
As Netflix is offering content of so many genres of con"See full answer
"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
"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
"
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
"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
"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
"
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
"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
"Youtube's mission is to give everyone a voice and show them to the world, in video format.
In order to do so, Youtube is optimizing the experience for creators and consumers, and needs to add a layer of smart discovery for bringing the content to the world.
Recommendation engine can be for creators- recommending what type of videos (length, genre, video size, etc) they should create for maximum viewership, or for consumers, recommending relevant videos. We'll focus on the recommendation engi"
Ridhima K. - "Youtube's mission is to give everyone a voice and show them to the world, in video format.
In order to do so, Youtube is optimizing the experience for creators and consumers, and needs to add a layer of smart discovery for bringing the content to the world.
Recommendation engine can be for creators- recommending what type of videos (length, genre, video size, etc) they should create for maximum viewership, or for consumers, recommending relevant videos. We'll focus on the recommendation engi"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