"Situation:
At my previous company, we had more than 200 different data sources across 15 business units. These included CRM systems, marketing platforms, HR databases, and even third-party data feeds. The problem was that each team was managing data in its own way. This created inconsistent privacy controls, data quality issues, and compliance gaps, all of which were becoming urgent ahead of a major regulatory audit.
Task:
I was given the responsibility of implementing a unified data governance"
Mark G. - "Situation:
At my previous company, we had more than 200 different data sources across 15 business units. These included CRM systems, marketing platforms, HR databases, and even third-party data feeds. The problem was that each team was managing data in its own way. This created inconsistent privacy controls, data quality issues, and compliance gaps, all of which were becoming urgent ahead of a major regulatory audit.
Task:
I was given the responsibility of implementing a unified data governance"See full answer
"def encode(root):
if not root:
return []
def dfs(node):
if not node:
return
res.append(node.val)
res.append(len(node,children))
for child_node in node.children:
dfs(child_node)
res = []
dfs(root)
return res
def decode(arr):
if not arr:
return None
n = len(arr)
i = 0
def dfs(val, children_count):
if children_count == 0:
return Node(val)
cur_node = Node(val)
cur_node.children = []
for j in range(children_count):
nonlocal i
i += 2
cur_node.children.append(dfs(arr[i], arr[i"
Ying T. - "def encode(root):
if not root:
return []
def dfs(node):
if not node:
return
res.append(node.val)
res.append(len(node,children))
for child_node in node.children:
dfs(child_node)
res = []
dfs(root)
return res
def decode(arr):
if not arr:
return None
n = len(arr)
i = 0
def dfs(val, children_count):
if children_count == 0:
return Node(val)
cur_node = Node(val)
cur_node.children = []
for j in range(children_count):
nonlocal i
i += 2
cur_node.children.append(dfs(arr[i], arr[i"See full answer
"
Summary of chapter for students to enable quick learning for revision
Summary of books for readers so that they can make better decision to choose the book
Summary of vedas to easily understand and teach the religious texts
Summary of news articles for readers to quickly review the articles and then deep dive into specific topic
Summarizing the legal documents for users to understand easily and ensure the authenticity and correctness of the documents
Summarize research reports and s"
P D. - "
Summary of chapter for students to enable quick learning for revision
Summary of books for readers so that they can make better decision to choose the book
Summary of vedas to easily understand and teach the religious texts
Summary of news articles for readers to quickly review the articles and then deep dive into specific topic
Summarizing the legal documents for users to understand easily and ensure the authenticity and correctness of the documents
Summarize research reports and s"See full answer
"Clarifying questions
Why do we want to improve? Do we have anything specific in mind?
Any constraints?
Professional networking only or do we want to expand our horizons?
Linkedin mission - To help users form networks professionally and know about the world and opportunites out there. LinkedIn has become a social media platform to showcase your professional skills.
Focus on acquiring and keep this audience engaged on the platform
How does it fit with GenZ and GenY - This is the generation"
Namrata L. - "Clarifying questions
Why do we want to improve? Do we have anything specific in mind?
Any constraints?
Professional networking only or do we want to expand our horizons?
Linkedin mission - To help users form networks professionally and know about the world and opportunites out there. LinkedIn has become a social media platform to showcase your professional skills.
Focus on acquiring and keep this audience engaged on the platform
How does it fit with GenZ and GenY - This is the generation"See full answer
"Clarify:
who owns previous seasons? are we competing against them?
Cost based:
Cost >= Revenue generated
Revenue = subscribers + advertisements
subscribers = new subscribers (joining for the season) x avg spend on plan
advertisements = total viewors (new + existing) x total season duration x ads/unit time x rev/ ad display
Costs = pricing of the show + operational costs (data center cost + streaming cost)
"
Rev - "Clarify:
who owns previous seasons? are we competing against them?
Cost based:
Cost >= Revenue generated
Revenue = subscribers + advertisements
subscribers = new subscribers (joining for the season) x avg spend on plan
advertisements = total viewors (new + existing) x total season duration x ads/unit time x rev/ ad display
Costs = pricing of the show + operational costs (data center cost + streaming cost)
"See full answer
"developing secured mobile phones for soldiers. too hot. the challenge was to find a creative ideas for power reduction on the existing technology"
Rachel. kazir R. - "developing secured mobile phones for soldiers. too hot. the challenge was to find a creative ideas for power reduction on the existing technology"See full answer
"Let's start by describing a time machine, which is a device that allows somebody to move backwards or forwards in time.
The movement could be physical movement, wherein the user gets physically transported to a different timeline, or it could be getting a glimpse into a different timeline, like wearing a VR headset and getting to experience a different timeline without physically being there. For the purpose of this exercise, I will assume, this time machine allows a person to physically trans"
Akshay R. - "Let's start by describing a time machine, which is a device that allows somebody to move backwards or forwards in time.
The movement could be physical movement, wherein the user gets physically transported to a different timeline, or it could be getting a glimpse into a different timeline, like wearing a VR headset and getting to experience a different timeline without physically being there. For the purpose of this exercise, I will assume, this time machine allows a person to physically trans"See full answer
"Elderly Users
Preventive Health checkups
Alerting families and relatives in Emergency situations
Easily calling relatives / friends - AR experience
Reliving the past experiences
Guiding them in case of crossing the road
Making shopping easier for them by understanding their mood and ordering for them
helping in deciding the song playlist based on emotions
Kids
Exercising and noticing the effort spent
Fun based learning
Help in social interactions
Help parents understand"
P D. - "Elderly Users
Preventive Health checkups
Alerting families and relatives in Emergency situations
Easily calling relatives / friends - AR experience
Reliving the past experiences
Guiding them in case of crossing the road
Making shopping easier for them by understanding their mood and ordering for them
helping in deciding the song playlist based on emotions
Kids
Exercising and noticing the effort spent
Fun based learning
Help in social interactions
Help parents understand"See full answer
"Function signature for reference:
def calculate(servers: List[int], k: int) -> int:
...
To resolve this, you can use binary search considering left=0 and right=max(servers) * k
so
Example:
servers=[1,4,5] First server handle 1 request in let's say 1 second, second 4 seconds and last 5 seconds.
k=10
So I want to know the minimal time to process 10 requests
Get the mid for timeline
mid = (left+right)//2 -> mid is 25
Check how many we could process
25//1 = 25 25//4=6 25//5=5 so 25 + 6 +"
Babaa - "Function signature for reference:
def calculate(servers: List[int], k: int) -> int:
...
To resolve this, you can use binary search considering left=0 and right=max(servers) * k
so
Example:
servers=[1,4,5] First server handle 1 request in let's say 1 second, second 4 seconds and last 5 seconds.
k=10
So I want to know the minimal time to process 10 requests
Get the mid for timeline
mid = (left+right)//2 -> mid is 25
Check how many we could process
25//1 = 25 25//4=6 25//5=5 so 25 + 6 +"See full answer
"Since Experimentation is a Broad Term I would like to ask a couple of Clarifying questions
What kind of Experimentation
User Behavior with newly introduced Beta features
AI/Image learning Based Experimentation to test out trial features
Something else
API based experimentation for user/Third-party experiments,with APIs for new features exposed(this has a lot of potential where devs of apps etc can integrate new experimentation features in their apps with minima"
Manas M. - "Since Experimentation is a Broad Term I would like to ask a couple of Clarifying questions
What kind of Experimentation
User Behavior with newly introduced Beta features
AI/Image learning Based Experimentation to test out trial features
Something else
API based experimentation for user/Third-party experiments,with APIs for new features exposed(this has a lot of potential where devs of apps etc can integrate new experimentation features in their apps with minima"See full answer