"What excites me at work is being able to work on new and challenging projects where I have to be allowed to be creative and work with little supervision.
I'm demotivated by that constant supervision and breathing down on one's neck every minute of the day."
Anthony O. - "What excites me at work is being able to work on new and challenging projects where I have to be allowed to be creative and work with little supervision.
I'm demotivated by that constant supervision and breathing down on one's neck every minute of the day."See full answer
"There can be multiple effects on adjusting the context window of LLM, some I can think of are below:
If window size is large then more tokens are in context which could increase memory and compute costs because of O(n2) attention complexity.
Larger window can help in better responses in multi turn conversations but attention dilution can also happen."
Raja raghudeep E. - "There can be multiple effects on adjusting the context window of LLM, some I can think of are below:
If window size is large then more tokens are in context which could increase memory and compute costs because of O(n2) attention complexity.
Larger window can help in better responses in multi turn conversations but attention dilution can also happen."See full answer
Machine Learning Engineer
Technical
+4 more
🧠 Want an expert answer to a question? Saving questions lets us know what content to make next.
"Approach 1: Use sorting and return the kth largest element from the sorted list. Time complexity: O(nlogn)
Approach 2: Use max heap and then select the kth largest element. time complexity: O(n+logn)
Approach 3: Quickselect. Time complexity O(n)
I explained my interviewer the 3 approaches. He told me to solve in a naive manner. Used Approach 1 had some time left so coded approach 3 also
The average time complexity of Quickselect is O(n), making it very efficient for its purpose. However, in"
GalacticInterviewer - "Approach 1: Use sorting and return the kth largest element from the sorted list. Time complexity: O(nlogn)
Approach 2: Use max heap and then select the kth largest element. time complexity: O(n+logn)
Approach 3: Quickselect. Time complexity O(n)
I explained my interviewer the 3 approaches. He told me to solve in a naive manner. Used Approach 1 had some time left so coded approach 3 also
The average time complexity of Quickselect is O(n), making it very efficient for its purpose. However, in"See full answer
"I prefer to build a team of complementary skills than being skewed on one aspect. And generally avoid an all rockstar team.
Technically, this means we will have atleast one rockstar for one skill and it is acceptable if that rockstar is just an avg performer on other skills
Which person gets indexed more on which skill is a time to time exercise depending on needs of the org, product charter and career aspirations of the person."
RestlessMonk - "I prefer to build a team of complementary skills than being skewed on one aspect. And generally avoid an all rockstar team.
Technically, this means we will have atleast one rockstar for one skill and it is acceptable if that rockstar is just an avg performer on other skills
Which person gets indexed more on which skill is a time to time exercise depending on needs of the org, product charter and career aspirations of the person."See full answer
"Solution:
World population = 8B
Assuming 10% of world population does not use detergent( using only soap or using only water)
Remaining population = 90/100 * 8B = 7.2B ~ 7B
Diving the users into 3 categories
Users who wash everyday
Users who wash twice a week
Users who wash once a week
Wash everyday --- Wash twice a week --- Wash once a week
Used clothes < Used clothes < Used clothes
5gm --- 10gm --- 15gm (Detergent used"
Reshma R. - "Solution:
World population = 8B
Assuming 10% of world population does not use detergent( using only soap or using only water)
Remaining population = 90/100 * 8B = 7.2B ~ 7B
Diving the users into 3 categories
Users who wash everyday
Users who wash twice a week
Users who wash once a week
Wash everyday --- Wash twice a week --- Wash once a week
Used clothes < Used clothes < Used clothes
5gm --- 10gm --- 15gm (Detergent used"See full answer
"
Broke down the problem in this:
Features scope
API design
Pseudo code for specific components
Data model/schema
Back-of-the-envelope calculations
Reference links
Link to whiteboard or diagram such as https://sketchboard.me/new
Good luck!
Considerations:
Content could be potential large
Older content should clean from the server
URL: Pastebin.com/2324234
Features Scope:
user can paste any text content .TXT, .HTML
Limit on the amount content
compress data and send over"
Ayo A. - "
Broke down the problem in this:
Features scope
API design
Pseudo code for specific components
Data model/schema
Back-of-the-envelope calculations
Reference links
Link to whiteboard or diagram such as https://sketchboard.me/new
Good luck!
Considerations:
Content could be potential large
Older content should clean from the server
URL: Pastebin.com/2324234
Features Scope:
user can paste any text content .TXT, .HTML
Limit on the amount content
compress data and send over"See full answer
"This is a Design a Product question. For this, we'll want to follow the formula for success:
Ask clarifying questions
Identify user types, behaviors, and pain points
State the goal and use cases
List current solutions
Improvements / net new solutions
Evaluate and select solutions
Measure Success
Summarize
Ask clarifying questions
It's important to get clarity on anything unclear. This may seem like a straightforward question, but us"
Exponent - "This is a Design a Product question. For this, we'll want to follow the formula for success:
Ask clarifying questions
Identify user types, behaviors, and pain points
State the goal and use cases
List current solutions
Improvements / net new solutions
Evaluate and select solutions
Measure Success
Summarize
Ask clarifying questions
It's important to get clarity on anything unclear. This may seem like a straightforward question, but us"See full answer
"This is posed as a tricky question at first, but we can actually approach this very similarly to a Favorite Product question.
It's always good to start with identifying what type of problem you're tackling. The problem we need to tackle is essentially a variation on a Favorite Product Question:
Choose a product and briefly explain what it is
Who are the users?
What are their pain points?
How did competitors solve it in the past?
**How does this product addr"
Exponent - "This is posed as a tricky question at first, but we can actually approach this very similarly to a Favorite Product question.
It's always good to start with identifying what type of problem you're tackling. The problem we need to tackle is essentially a variation on a Favorite Product Question:
Choose a product and briefly explain what it is
Who are the users?
What are their pain points?
How did competitors solve it in the past?
**How does this product addr"See full answer
"Clarifying Questions:
How do you define 45% drop in ride orders? Does it include completed as well as cancelled rides?
Is it a sudden drop or a gradual decline?
For all types of services/rides or anything specific?
At any particular time of the day/week/month, have we observed this drop?
Is it happening across all locations or in a particular region?
For a particular platform? iOS/Android
Most likely reasons (that we can cross-off asap): Unrest in a particular geograph"
Rishabh S. - "Clarifying Questions:
How do you define 45% drop in ride orders? Does it include completed as well as cancelled rides?
Is it a sudden drop or a gradual decline?
For all types of services/rides or anything specific?
At any particular time of the day/week/month, have we observed this drop?
Is it happening across all locations or in a particular region?
For a particular platform? iOS/Android
Most likely reasons (that we can cross-off asap): Unrest in a particular geograph"See full answer
"This is a Technical question. It tests your ability to understand high level technical concepts. Even though your job won't have any coding involved, you'll still need to understand these concepts. Being able to cover all these topics with clarity communicates confidence in your interviewer.
Unfortunately, there's no formula for technical questions, but some general tips are:
Use analogies when you can
Break your solution into clear, bite-size steps
Don't be afraid to use examples to b"
Exponent - "This is a Technical question. It tests your ability to understand high level technical concepts. Even though your job won't have any coding involved, you'll still need to understand these concepts. Being able to cover all these topics with clarity communicates confidence in your interviewer.
Unfortunately, there's no formula for technical questions, but some general tips are:
Use analogies when you can
Break your solution into clear, bite-size steps
Don't be afraid to use examples to b"See full answer
"You should be able to identify this as a Measure Success question. These kinds of questions are used to test your analytical skills, as well as your ability to track project progress post-launch.
Recall the strategy for tackling them methodically and thoroughly:
Ask clarifying questions
State the goal of the feature / product
Behavior Mapping / UX Flow Mapping
Provide criteria to prioritize metrics
Prioritize metrics
Summarize
Let's begin!
Ask cl"
Exponent - "You should be able to identify this as a Measure Success question. These kinds of questions are used to test your analytical skills, as well as your ability to track project progress post-launch.
Recall the strategy for tackling them methodically and thoroughly:
Ask clarifying questions
State the goal of the feature / product
Behavior Mapping / UX Flow Mapping
Provide criteria to prioritize metrics
Prioritize metrics
Summarize
Let's begin!
Ask cl"See full answer
"First Contextual Questions: Opportunities & Threats for whom? Assuming for Google Maps only
Approach:
Google’s Vision & Mission > Where does Maps fit into that?
Analysing use case that Google Maps serve?
SWOT Analysis
My View
## Google Vision & Mission: To organize world’s information and make it universally accessible and useful
Google Maps Strategic Fit: _Google Maps provides organization of geographic information, allows users to change/add/delete c"
Sourabh M. - "First Contextual Questions: Opportunities & Threats for whom? Assuming for Google Maps only
Approach:
Google’s Vision & Mission > Where does Maps fit into that?
Analysing use case that Google Maps serve?
SWOT Analysis
My View
## Google Vision & Mission: To organize world’s information and make it universally accessible and useful
Google Maps Strategic Fit: _Google Maps provides organization of geographic information, allows users to change/add/delete c"See full answer
"As we can pass info to only one child at a time, I told that from any given node, we have to pass the info to that child(of this node) which has the largest subtree rooted at it. To calculate the subtree sizes, I used DFS. And then to calculate the minimum time to pass info to all the nodes, I used BFS picking the largest subtree child first at every node. I couldn't write the complete code in the given time and also made a mistake in telling the overall time complexity of my approach. I think t"
Lakshman B. - "As we can pass info to only one child at a time, I told that from any given node, we have to pass the info to that child(of this node) which has the largest subtree rooted at it. To calculate the subtree sizes, I used DFS. And then to calculate the minimum time to pass info to all the nodes, I used BFS picking the largest subtree child first at every node. I couldn't write the complete code in the given time and also made a mistake in telling the overall time complexity of my approach. I think t"See full answer
"Goal:
To design a product that helps people keep track of their belongings and prevent loss.
Identifying users:
Individuals who frequently lose their belongings
Parents who want to keep track of their children's belongings
Tourists who want to secure their belongings while travelling
Selecting the right user:Given Google's expertise in technology, we will focus on designing a product for individuals who frequently lose their belongings.
Defining features and prioritizing:
Item tracki"
Anonymous Panda - "Goal:
To design a product that helps people keep track of their belongings and prevent loss.
Identifying users:
Individuals who frequently lose their belongings
Parents who want to keep track of their children's belongings
Tourists who want to secure their belongings while travelling
Selecting the right user:Given Google's expertise in technology, we will focus on designing a product for individuals who frequently lose their belongings.
Defining features and prioritizing:
Item tracki"See full answer