"Random Forest is a machine learning model used for classification problems or regression problems. It can handle binary classification as well as multi-class classification. It is a very efficient model and is great for a baseline or used in a service that needs extremely low latency depending on the size of the model. It's also a good option for wide datasets (dataset with many features) due to it's random subset of features. it is slightly less optimized for deep datasets on very large dataset"
Jake M. - "Random Forest is a machine learning model used for classification problems or regression problems. It can handle binary classification as well as multi-class classification. It is a very efficient model and is great for a baseline or used in a service that needs extremely low latency depending on the size of the model. It's also a good option for wide datasets (dataset with many features) due to it's random subset of features. it is slightly less optimized for deep datasets on very large dataset"See full answer
"This is an Improve a Product question. Let's first go over the Improve a Product formula:
Ask clarifying questions
Identify users, behaviors, and pain points
State product goal
Brainstorm small improvements
Brainstorm bolder improvements
Measure success
Summarize
Now, let's begin!
Ask clarifying questions
Before we begin listing off recommendations, it's important you ask questions to ensure you and the interviewer are on the same page"
Exponent - "This is an Improve a Product question. Let's first go over the Improve a Product formula:
Ask clarifying questions
Identify users, behaviors, and pain points
State product goal
Brainstorm small improvements
Brainstorm bolder improvements
Measure success
Summarize
Now, let's begin!
Ask clarifying questions
Before we begin listing off recommendations, it's important you ask questions to ensure you and the interviewer are on the same page"See full answer
"Clarification Questions
Who are we? An independent startup trying to enter
Why do we want to do this
Constraints
What kind of app do we have in mind, a library kind of app with subscriptions to a book
Goal
Help users read more by giving them a subscription model for a hard copy of book
User acquisition
Users
Demographics - Kids, Teenagers, Young Adults, Old Adults, Oldies
Profession - Working professionals, Stay at Home
Reading - no, medium, avid
Journey
Get to know of a book -> Bu"
Namrata L. - "Clarification Questions
Who are we? An independent startup trying to enter
Why do we want to do this
Constraints
What kind of app do we have in mind, a library kind of app with subscriptions to a book
Goal
Help users read more by giving them a subscription model for a hard copy of book
User acquisition
Users
Demographics - Kids, Teenagers, Young Adults, Old Adults, Oldies
Profession - Working professionals, Stay at Home
Reading - no, medium, avid
Journey
Get to know of a book -> Bu"See full answer
Product Manager
Product Design
+1 more
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"Overfitting is the condition where your model is giving an unexpectedly higher accuracy because of its training in a small database and not getting exposed to anu different type of database while testing"
Bhavya V. - "Overfitting is the condition where your model is giving an unexpectedly higher accuracy because of its training in a small database and not getting exposed to anu different type of database while testing"See full answer
"I first asked few clarifying questions like the return array may need not contain the list of building in the same order, to which the interviewer agreed.
Then I came up with an approach where we iterate the array from right to left and keep a max variable which will keep the value of the current max. When we find an item which is greater than max we update the max and add this element into our solution. The interviewer agreed for the approach.
I discussed few corner scenarios with the interview"
Rishabh N. - "I first asked few clarifying questions like the return array may need not contain the list of building in the same order, to which the interviewer agreed.
Then I came up with an approach where we iterate the array from right to left and keep a max variable which will keep the value of the current max. When we find an item which is greater than max we update the max and add this element into our solution. The interviewer agreed for the approach.
I discussed few corner scenarios with the interview"See full answer
"US Population = 330M
Smartphone users (80 percent penetration) = 264M
Apple has roughly 40 percent market share and Samsung has 30 percent. Pixel has the roughly 2 percent market share.
Total Pixel users = 2 percent of 264M = 5.3M users"
Bipin R. - "US Population = 330M
Smartphone users (80 percent penetration) = 264M
Apple has roughly 40 percent market share and Samsung has 30 percent. Pixel has the roughly 2 percent market share.
Total Pixel users = 2 percent of 264M = 5.3M users"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
"I will try to reconcile the differences between expectations and actuals in the release in order to understand where there may be mismatch.
I would try to understand if there can be a roll-back or hotfix to remediate the differences and work with engineering to drive this.
Moving forward, I'd work with the rest of the product team to align on a roadmap and have a readout with the executive staff, flagging any changes along the way."
Ankit T. - "I will try to reconcile the differences between expectations and actuals in the release in order to understand where there may be mismatch.
I would try to understand if there can be a roll-back or hotfix to remediate the differences and work with engineering to drive this.
Moving forward, I'd work with the rest of the product team to align on a roadmap and have a readout with the executive staff, flagging any changes along the way."See full answer
"P.S: This is was my crafted ideas in Peer-to-Peer mock, which i refined a little to explain more..
Mission (META):
Foster global connections through an immersive ski experience, allowing enthusiasts of all abilities to explore, engage, and share their experiences within the ski community.
Competitors
Apple, SONY, Valve
User Segmentation & Pain Points
Younger Audience (19-35):Pain Points: Seek adventure, want to explore extreme ski locations, crave innovative an"
Saurabh N. - "P.S: This is was my crafted ideas in Peer-to-Peer mock, which i refined a little to explain more..
Mission (META):
Foster global connections through an immersive ski experience, allowing enthusiasts of all abilities to explore, engage, and share their experiences within the ski community.
Competitors
Apple, SONY, Valve
User Segmentation & Pain Points
Younger Audience (19-35):Pain Points: Seek adventure, want to explore extreme ski locations, crave innovative an"See full answer
"This is a Strategy Question, which asks you to justify high-level business decisions and strategy. Since this is asking to look at the geopolitical climate, it's important to dig deeper on understanding how things have a cause-effect relationship.
Let's go over one possible solution:
> The trade war affects Apple in many ways, but I think the three biggest are:Higher tariffs
> Slower new hardware growth
> Lower domestic sales
>
Higher tariffs
> The trade war immediately impacts our botto"
Exponent - "This is a Strategy Question, which asks you to justify high-level business decisions and strategy. Since this is asking to look at the geopolitical climate, it's important to dig deeper on understanding how things have a cause-effect relationship.
Let's go over one possible solution:
> The trade war affects Apple in many ways, but I think the three biggest are:Higher tariffs
> Slower new hardware growth
> Lower domestic sales
>
Higher tariffs
> The trade war immediately impacts our botto"See full answer
"I am working as Scrum Master and I am handling daily status meetings, weekly stakeholders meetings and Initiating Sprint planning."
Srinivas A. - "I am working as Scrum Master and I am handling daily status meetings, weekly stakeholders meetings and Initiating Sprint planning."See full answer
"Question: Design a product for collectors on FB
Landscape:
Collector market is growing as focus on life quality is increasing and cares more about personal interest
More information is available through online
Competitors: Ebay, Auction, local stores
Characteristics: Less price sensitive, some knowledge on collections, small TAM but with potential to expand, Individual or Small merchants, Authenticity matters, tolerant to lengthy logistics if authentic, Price can be subject"
Soodong P. - "Question: Design a product for collectors on FB
Landscape:
Collector market is growing as focus on life quality is increasing and cares more about personal interest
More information is available through online
Competitors: Ebay, Auction, local stores
Characteristics: Less price sensitive, some knowledge on collections, small TAM but with potential to expand, Individual or Small merchants, Authenticity matters, tolerant to lengthy logistics if authentic, Price can be subject"See full answer