"My preference would likely be server-side deployment given the specification of millions of users. However, it is worth considering a hybrid model too; where basic, non-sensitive, and less compute intensive tasks are processed on the client-side, while the heavy-duty processing is done on the server side.
The main advantage of client-side deployment is it can work in real-time and offline. It also significantly reduces the load on your servers, making it more efficient in handling other tasks. N"
Surbhi G. - "My preference would likely be server-side deployment given the specification of millions of users. However, it is worth considering a hybrid model too; where basic, non-sensitive, and less compute intensive tasks are processed on the client-side, while the heavy-duty processing is done on the server side.
The main advantage of client-side deployment is it can work in real-time and offline. It also significantly reduces the load on your servers, making it more efficient in handling other tasks. N"See full answer
"
Functional Requirements
Content Ingestion\:
Ingest news articles from various sources (websites, social media, etc.).
Handle different types of content (text, images, videos).
Content Analysis\:
Extract and preprocess text from articles.
Analyze the content for potential indicators of fake news.
Model Training and Prediction\:
Use machine learning models to classify content as fake or real.
Continuously improve models with new data and f"
Scott S. - "
Functional Requirements
Content Ingestion\:
Ingest news articles from various sources (websites, social media, etc.).
Handle different types of content (text, images, videos).
Content Analysis\:
Extract and preprocess text from articles.
Analyze the content for potential indicators of fake news.
Model Training and Prediction\:
Use machine learning models to classify content as fake or real.
Continuously improve models with new data and f"See full answer
"Definitely nice to think of this without memorization, but there is a well known algorithm for this problem, which is the Levenshtein Distance.
Lev(a,b) = len(a) if len(b) == 0
= len(b) if len(a) == 0
= lev(a[1:], b[1:] if a[0] == b[0]
= 1 + min (lev(a, b[1:]), lev(a[1:], b), lev(a[1:], b[1:]))
https://en.wikipedia.org/wiki/Levenshtein_distance
I'm sure some optimizations could be made with heuristic."
Nicholas S. - "Definitely nice to think of this without memorization, but there is a well known algorithm for this problem, which is the Levenshtein Distance.
Lev(a,b) = len(a) if len(b) == 0
= len(b) if len(a) == 0
= lev(a[1:], b[1:] if a[0] == b[0]
= 1 + min (lev(a, b[1:]), lev(a[1:], b), lev(a[1:], b[1:]))
https://en.wikipedia.org/wiki/Levenshtein_distance
I'm sure some optimizations could be made with heuristic."See full answer
"First thing I would do is dig deeper into the problem. Starting off with the data source suggesting the drop of 10%.
Next is investigating - what does drop in traffic mean?
For example - 10% drop in logins, email traffic, email creation.
Next, once I identify the its for example an issue with logins, I would like to drill a deeper into further isolating the problem based on geography, operating platform (mobile/desktop), specific time of day, any other information I could get.
At this point,"
Vinayak A. - "First thing I would do is dig deeper into the problem. Starting off with the data source suggesting the drop of 10%.
Next is investigating - what does drop in traffic mean?
For example - 10% drop in logins, email traffic, email creation.
Next, once I identify the its for example an issue with logins, I would like to drill a deeper into further isolating the problem based on geography, operating platform (mobile/desktop), specific time of day, any other information I could get.
At this point,"See full answer
"First, I would like to ask some clarifying questions. Are we talking about the business metrics dashboard
or health metrics(like response time)? - it is up to you
Do I understand right that Netflix is a subscription-based video streaming service for watchers?
So I know that they create original content for Netflix, but it is out of the scope of this question. - right
My approach will be to:
Define the business goal from Netflix’s mission
Break down the actions taken by users at each stage of the"
Yulia D. - "First, I would like to ask some clarifying questions. Are we talking about the business metrics dashboard
or health metrics(like response time)? - it is up to you
Do I understand right that Netflix is a subscription-based video streaming service for watchers?
So I know that they create original content for Netflix, but it is out of the scope of this question. - right
My approach will be to:
Define the business goal from Netflix’s mission
Break down the actions taken by users at each stage of the"See full answer
"Asked clarifying questions to understand why we want to do this. Said building is too labor intensive and AirBnB has years of experience in this. Said buying a company is probably too expensive and doesn't address why we're doing this to begin with. I said partnering with a travel company might be the best move."
Andrea M. - "Asked clarifying questions to understand why we want to do this. Said building is too labor intensive and AirBnB has years of experience in this. Said buying a company is probably too expensive and doesn't address why we're doing this to begin with. I said partnering with a travel company might be the best move."See full answer
"My answer-
A. Clarifying questions-
External factors- Timelines, Geography, Competition
Internal factors- Meta's goals for entering into fitness space, full-fledged app or part of any existing Meta app
Goals- Will go after engagement, since it is a new app.
B. Identifying users-
Heavily/ Professionally into fitness
Casual fitness enthusiasts
Not interested in fitness
C. Prioritizing user segments-
I will prioritize #2. Segment #1 does not really need external motivati"
Aakanksha R. - "My answer-
A. Clarifying questions-
External factors- Timelines, Geography, Competition
Internal factors- Meta's goals for entering into fitness space, full-fledged app or part of any existing Meta app
Goals- Will go after engagement, since it is a new app.
B. Identifying users-
Heavily/ Professionally into fitness
Casual fitness enthusiasts
Not interested in fitness
C. Prioritizing user segments-
I will prioritize #2. Segment #1 does not really need external motivati"See full answer
"Great. I'm going to get started by asking clarification questions for (1) understanding of the gap by assessing current product features for bookings via platform?, (2) brainstorming possible solutions, (3) how to implement solutions, and (4) suggesting metrics to validate solutions towards an increase of bookings
Clarification questions & Assumptions:
What is customer segment (family/ group/ individual)? In which market? (individual & US market)
Should I specifically focus on one of use ca"
Anna H. - "Great. I'm going to get started by asking clarification questions for (1) understanding of the gap by assessing current product features for bookings via platform?, (2) brainstorming possible solutions, (3) how to implement solutions, and (4) suggesting metrics to validate solutions towards an increase of bookings
Clarification questions & Assumptions:
What is customer segment (family/ group/ individual)? In which market? (individual & US market)
Should I specifically focus on one of use ca"See full answer
"· Sometimes I have to step back and think through and respond later, not giving decision then and there
· Manage between written vs oral communication, I tend to do mode of communication like oral during releases rather written"
BePostive - "· Sometimes I have to step back and think through and respond later, not giving decision then and there
· Manage between written vs oral communication, I tend to do mode of communication like oral during releases rather written"See full answer
"As a Software Engineering Manager, one of the biggest mistakes I encountered early in my role involved underestimating the importance of aligning team goals with individual career aspirations and professional growth opportunities. This oversight became evident through a project that initially seemed successful but later revealed deeper issues within the team dynamics and morale.
I was leading a software development team on a major project aimed at revamping a critical trading platform. The proj"
Scott S. - "As a Software Engineering Manager, one of the biggest mistakes I encountered early in my role involved underestimating the importance of aligning team goals with individual career aspirations and professional growth opportunities. This oversight became evident through a project that initially seemed successful but later revealed deeper issues within the team dynamics and morale.
I was leading a software development team on a major project aimed at revamping a critical trading platform. The proj"See full answer
"Sounds like interesting problem! First I'd like to clarify a few things....
Clarify/Find Constraints.
WHO - who are we improving the post-booking experience for? restaurant visitors? or restaurant staff who view reservations? new vs existing users?
WHAT - what do we mean by improve? is there a specific metric we're looking to improve upon (user experience? increasing show-up rate? booking a second time? etc.?) confirm process/JTBD - are we referring to the standard OpenTab"
Maya B. - "Sounds like interesting problem! First I'd like to clarify a few things....
Clarify/Find Constraints.
WHO - who are we improving the post-booking experience for? restaurant visitors? or restaurant staff who view reservations? new vs existing users?
WHAT - what do we mean by improve? is there a specific metric we're looking to improve upon (user experience? increasing show-up rate? booking a second time? etc.?) confirm process/JTBD - are we referring to the standard OpenTab"See full answer
"strengths- Working with engineering, working with metrics, execution
Weakness- ideation and visioning, working with design"
George A. - "strengths- Working with engineering, working with metrics, execution
Weakness- ideation and visioning, working with design"See full answer
"To clarify are we looking to build this product within FB app or standalone – standalone
Can I assume I can build for US as mvp and then we can roll it globally phase wise – yes
Is there a limitation to what task we want to cater people on our app or it could be multi task usual handyman not a niche – yes usual handyman
Ok so if I understand we are designing a product for handyman for usual task to launch it in US and this is a standalone app not residing in FB app
Overall I will talk about mi"
Priyank S. - "To clarify are we looking to build this product within FB app or standalone – standalone
Can I assume I can build for US as mvp and then we can roll it globally phase wise – yes
Is there a limitation to what task we want to cater people on our app or it could be multi task usual handyman not a niche – yes usual handyman
Ok so if I understand we are designing a product for handyman for usual task to launch it in US and this is a standalone app not residing in FB app
Overall I will talk about mi"See full answer
"Clarifying question(s)
Is the upcoming deadline an internal milestone or is it an external facing deadline (ie. compliance/ product launch / feature release)? What would be the repercussion/Is there any possibility of moving the deadline (if needed)?
Do we know any details on the team member, Jane in terms of how long the sick leave is likely to be? Is it a fever or is it something bigger that could have her out for much longer?
Situation: Jane taking sick leave and the project has an upcom"
Adib M. - "Clarifying question(s)
Is the upcoming deadline an internal milestone or is it an external facing deadline (ie. compliance/ product launch / feature release)? What would be the repercussion/Is there any possibility of moving the deadline (if needed)?
Do we know any details on the team member, Jane in terms of how long the sick leave is likely to be? Is it a fever or is it something bigger that could have her out for much longer?
Situation: Jane taking sick leave and the project has an upcom"See full answer
"· How well the team is self-motivated and contributing overall success of the company by releasing high quality bug prone releases
· Growth of their team members
· Does the manager encouraging and supporting career switch based on the individual desire or passion"
BePostive - "· How well the team is self-motivated and contributing overall success of the company by releasing high quality bug prone releases
· Growth of their team members
· Does the manager encouraging and supporting career switch based on the individual desire or passion"See full answer
"I faced twice and it always slows down the career trajectory of engineers with complete context loss of previous hard earned projects"
Graig - "I faced twice and it always slows down the career trajectory of engineers with complete context loss of previous hard earned projects"See full answer