"Structure: 1. Ask Clarifying Questions 2. Look at external factors 3. Look at Internal factors ( Slice the data aross different cuts and plan accordingly)
Clarifying Questions:
What's an outbound message? Is it something Linkedin users send among each other?
Decline trends: Is the decline steep or gradual? From when, are we seeing this decline (Say since a week, fortnight, month, etc)
External Factors:
Have we seen any competition led changes/ new campaigns etc?
Have we see"
Meenakshi sundaram M. - "Structure: 1. Ask Clarifying Questions 2. Look at external factors 3. Look at Internal factors ( Slice the data aross different cuts and plan accordingly)
Clarifying Questions:
What's an outbound message? Is it something Linkedin users send among each other?
Decline trends: Is the decline steep or gradual? From when, are we seeing this decline (Say since a week, fortnight, month, etc)
External Factors:
Have we seen any competition led changes/ new campaigns etc?
Have we see"See full answer
"I fumbled but my answer was along these lines
Clarification:
Are we talking about ChatGPT page or other ways to use it like API
Ans: page
When you say improve did you mean usage or monetization
Ans: you pick
We should pick user experience and usage since better product will enable easier monetization. Assume they monetize based on premium users subscription.
Lets talk about users
Business users
Individual users
Focus on business since traffic generated by individuals will not be as mu"
Manoj K. - "I fumbled but my answer was along these lines
Clarification:
Are we talking about ChatGPT page or other ways to use it like API
Ans: page
When you say improve did you mean usage or monetization
Ans: you pick
We should pick user experience and usage since better product will enable easier monetization. Assume they monetize based on premium users subscription.
Lets talk about users
Business users
Individual users
Focus on business since traffic generated by individuals will not be as mu"See full answer
"Clarifying Question:
Are we talking about mission-oriented success or business-oriented success? [Let's assume mission-oriented]
Let's start by talking about where Pages fit into the mission of Facebook. Then we'll cover some relevant metrics, identify which are most important for measuring the success of Pages, and then talk about some trade-offs as part of a final recommendation.
Mission: Facebook's mission is to empower people to build community and to bring people closer togeth"
Ian S. - "Clarifying Question:
Are we talking about mission-oriented success or business-oriented success? [Let's assume mission-oriented]
Let's start by talking about where Pages fit into the mission of Facebook. Then we'll cover some relevant metrics, identify which are most important for measuring the success of Pages, and then talk about some trade-offs as part of a final recommendation.
Mission: Facebook's mission is to empower people to build community and to bring people closer togeth"See full answer
Execution
Product Design
+1 more
🧠Want an expert answer to a question? Saving questions lets us know what content to make next.
"Use Normalization when:
When using pixel values (0-255) into a Neural Network. âž” 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. âž” Because distance metrics like Euclidean distance are highly sensitive to magnitude differences.
You are building a Recommender System using Cosine Similarity.âž” 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. âž” 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. âž” Because distance metrics like Euclidean distance are highly sensitive to magnitude differences.
You are building a Recommender System using Cosine Similarity.âž” Cosine similarity needs data to be unit norm.
Use **Sta"See full answer
"Clarifying questions:
Why are we fixing the roads? Is it due to temporary damage or something structural has gone wrong?
What is our purpose behind fixing the roads? Increase mobility in an area? Reduce inequality? reduce crime?
Assumptions:
Roads have had temporary damage due to rain / storm
We know the specific roads which are bad and will need to be fixed
Want to increase commercial traffic. Want people to visit a specific area which has bad roads and slow moving traffic.
W"
Prateek S. - "Clarifying questions:
Why are we fixing the roads? Is it due to temporary damage or something structural has gone wrong?
What is our purpose behind fixing the roads? Increase mobility in an area? Reduce inequality? reduce crime?
Assumptions:
Roads have had temporary damage due to rain / storm
We know the specific roads which are bad and will need to be fixed
Want to increase commercial traffic. Want people to visit a specific area which has bad roads and slow moving traffic.
W"See full answer
"Clarifying questions I asked?
Are we trying to track any specific type of metric ? Like a Business Metric, Engagement Metric ?
No. In general as a admin of a city at Uber what would you track ?
Okay. (After collecting thoughts)
Revenue from rides per day
No of rides per day in the city
% of drivers completing more than 10 rides/day, 5 rides/day, 1+ ride/day."
Mehul K. - "Clarifying questions I asked?
Are we trying to track any specific type of metric ? Like a Business Metric, Engagement Metric ?
No. In general as a admin of a city at Uber what would you track ?
Okay. (After collecting thoughts)
Revenue from rides per day
No of rides per day in the city
% of drivers completing more than 10 rides/day, 5 rides/day, 1+ ride/day."See full answer
"
from typing import Dict, List, Optional
def max_profit(prices: Dict[str, int]) -> Optional[List[str]]:
pass # your code goes here
max = [None, 0]
min = [None, float("inf")]
for city, price in prices.items():
if price > max[1]:
max[0], max[1] = city, price
if price 0:
return [min[0], max[0]]
return None
debug your code below
prices = {'"
Rick E. - "
from typing import Dict, List, Optional
def max_profit(prices: Dict[str, int]) -> Optional[List[str]]:
pass # your code goes here
max = [None, 0]
min = [None, float("inf")]
for city, price in prices.items():
if price > max[1]:
max[0], max[1] = city, price
if price 0:
return [min[0], max[0]]
return None
debug your code below
prices = {'"See full answer
"In the expected value of a coupon problem, you calculated variance of a binomial distribution, and used the satandard deviation, square root of variance, to calculate the confidence interval. Will that approach work the same here?
For fair coin: (Heads = 0, tails = 1)
Var = 10 * (.5)(1-.5) = 2.5
Stdev = Sqrt(2.5) = 1.581
Mean = 5
Z-score = (Observed Val - Mean) / Stdev = (10 - 5) / 1.581 = 3.164
P val = 0.0008% (Slightly different from the video's solution of 0.00097)
Pros of this approach: It"
Connor W. - "In the expected value of a coupon problem, you calculated variance of a binomial distribution, and used the satandard deviation, square root of variance, to calculate the confidence interval. Will that approach work the same here?
For fair coin: (Heads = 0, tails = 1)
Var = 10 * (.5)(1-.5) = 2.5
Stdev = Sqrt(2.5) = 1.581
Mean = 5
Z-score = (Observed Val - Mean) / Stdev = (10 - 5) / 1.581 = 3.164
P val = 0.0008% (Slightly different from the video's solution of 0.00097)
Pros of this approach: It"See full answer
"Firstly, I would like to be in a room with all the stakeholders (tech/business) and the decision makers.
Now starts the analysis of the situation. Certain questions that I will be looking for an answer are-
Is this a new issue? or an old one?
What is the severity and priority of the feature in the release? In terms of business values.
How long would it take the engineering team to fix the issue?
Can we manage for a workaround meanwhile the issue gets fixed?
What are the risks inv"
Shreya S. - "Firstly, I would like to be in a room with all the stakeholders (tech/business) and the decision makers.
Now starts the analysis of the situation. Certain questions that I will be looking for an answer are-
Is this a new issue? or an old one?
What is the severity and priority of the feature in the release? In terms of business values.
How long would it take the engineering team to fix the issue?
Can we manage for a workaround meanwhile the issue gets fixed?
What are the risks inv"See full answer
"Understanding the Basics
Choosing Learning Resources
Practicing and Applying Knowledge
Seeking Help and Staying Updated
Leveraging Modern Tools"
An D. - "Understanding the Basics
Choosing Learning Resources
Practicing and Applying Knowledge
Seeking Help and Staying Updated
Leveraging Modern Tools"See full answer
"If you effectively listen and understand their point of view, then take action to address the issue quickly. Don't let too much time slip between the conflict and the resolution. If resolving the concern will take more time, communicate the current status and next steps with the stakeholder."
Abdurhman M. - "If you effectively listen and understand their point of view, then take action to address the issue quickly. Don't let too much time slip between the conflict and the resolution. If resolving the concern will take more time, communicate the current status and next steps with the stakeholder."See full answer
"Assumptions / Questions:
tech inclinations: AI induced
Painpoints: helps me get up early, but no cues for my morning rituals.
Goal: Comprehensive morning exp and not limited to just getting up but also aiding in the morining rituals. Get up early and fresh, set the tone for the day.
User Segment/cat:
Biz:
parents
Schools.
Geo: India?
Prod:
students: >= 12, 13-18.
School, Boarding school kids.
Solution:
Workflows like clock:
Aesthically apealling and more engag"
Atharv S. - "Assumptions / Questions:
tech inclinations: AI induced
Painpoints: helps me get up early, but no cues for my morning rituals.
Goal: Comprehensive morning exp and not limited to just getting up but also aiding in the morining rituals. Get up early and fresh, set the tone for the day.
User Segment/cat:
Biz:
parents
Schools.
Geo: India?
Prod:
students: >= 12, 13-18.
School, Boarding school kids.
Solution:
Workflows like clock:
Aesthically apealling and more engag"See full answer
"If I were a Google PM in charge of the next Android keynote product announcement in 3 years, I would build the following:
A more secure and privacy-focused Android platform.
This is because security and privacy are becoming increasingly important to users. In the past few years, we have seen a number of high-profile data breaches, and users are becoming more aware of the risks of having their personal information online. A more secure and privacy-focused Android platform would help to add"
Ramandeep S. - "If I were a Google PM in charge of the next Android keynote product announcement in 3 years, I would build the following:
A more secure and privacy-focused Android platform.
This is because security and privacy are becoming increasingly important to users. In the past few years, we have seen a number of high-profile data breaches, and users are becoming more aware of the risks of having their personal information online. A more secure and privacy-focused Android platform would help to add"See full answer
"It depends on how computers are distributed. Are they located within same network (behind same switch or router) or distributed across globally? Also, it depends upon if there are any security related encryption or decryption algorithms being executed. Similarly, there are so many factors involved in it. However, if a system is highly responsive then this time might be less than 1 second. For example, any google search responds in less than 1 sec.
It is an interesting question and I am eager t"
Rashmi T. - "It depends on how computers are distributed. Are they located within same network (behind same switch or router) or distributed across globally? Also, it depends upon if there are any security related encryption or decryption algorithms being executed. Similarly, there are so many factors involved in it. However, if a system is highly responsive then this time might be less than 1 second. For example, any google search responds in less than 1 sec.
It is an interesting question and I am eager t"See full answer
"It's mainly an experimentation technique for testing new features while the rest of the users are using the old product version of your product. In our case, we were using it for pre-release or announced release features for a specific group of users. We could at any point revert the experience or stop the feature and render the old product version of the product. Based on the success of the feature, we will then do a full rollout of the feature into production.
How does it work ?
Enable"
Karthik T. - "It's mainly an experimentation technique for testing new features while the rest of the users are using the old product version of your product. In our case, we were using it for pre-release or announced release features for a specific group of users. We could at any point revert the experience or stop the feature and render the old product version of the product. Based on the success of the feature, we will then do a full rollout of the feature into production.
How does it work ?
Enable"See full answer