"in simple words, linear regression helps in predicting the value whereas logistics regression helps in predicting the binary classification.
But lets talk through some example
Linear regression model: E-commerce website pricing recommendation engine is built on linear regression model where we do have some variables such as competitor price, internal economics and consumer demand etc when we put this in a supervised learning model, it helps in predicting prices
Logistics regression model"
Anonymous Aardvark - "in simple words, linear regression helps in predicting the value whereas logistics regression helps in predicting the binary classification.
But lets talk through some example
Linear regression model: E-commerce website pricing recommendation engine is built on linear regression model where we do have some variables such as competitor price, internal economics and consumer demand etc when we put this in a supervised learning model, it helps in predicting prices
Logistics regression model"See full answer
"
The Situation
A few months ago, our trading platform started experiencing significant latency issues during peak trading hours. This latency was affecting our ability to process real-time market data and execute trades efficiently, potentially leading to substantial financial losses and missed opportunities.
Identifying the Problem
The first step was to identify the root cause of the latency. I organized a team meeting with our data engineers, DevOps, and network specialists to gather"
Scott S. - "
The Situation
A few months ago, our trading platform started experiencing significant latency issues during peak trading hours. This latency was affecting our ability to process real-time market data and execute trades efficiently, potentially leading to substantial financial losses and missed opportunities.
Identifying the Problem
The first step was to identify the root cause of the latency. I organized a team meeting with our data engineers, DevOps, and network specialists to gather"See full answer
"Payment system requirement assumption:
Need to be ACID
Amount limitation - some validation for max input size can be done at client level/ API level.
Need to store historic info - GDPR
The information to be stored for database assumed can be structured so RDBMS like mysql or Postgres
Notification requirement - if fail or success need to be text or email to user and or caller
Scalable - Assumption that it deals with critical transaction so Availability and Scalability requirement i"
Personal W. - "Payment system requirement assumption:
Need to be ACID
Amount limitation - some validation for max input size can be done at client level/ API level.
Need to store historic info - GDPR
The information to be stored for database assumed can be structured so RDBMS like mysql or Postgres
Notification requirement - if fail or success need to be text or email to user and or caller
Scalable - Assumption that it deals with critical transaction so Availability and Scalability requirement i"See full answer
"function canFinish(numCourses, prerequisites) {
if (prerequisites.length === 0) return true;
const dependencies = new Map(prerequisites);
const visited = new Set();
for (let [course, precourse] of prerequisites) {
visited.add(course);
while (!visited.has(precourse)) {
visited.add(precourse);
if (dependencies.has(precourse)) {
precourse = dependencies.get(precourse);
if (visited.has(precourse)) {
"
Tiago R. - "function canFinish(numCourses, prerequisites) {
if (prerequisites.length === 0) return true;
const dependencies = new Map(prerequisites);
const visited = new Set();
for (let [course, precourse] of prerequisites) {
visited.add(course);
while (!visited.has(precourse)) {
visited.add(precourse);
if (dependencies.has(precourse)) {
precourse = dependencies.get(precourse);
if (visited.has(precourse)) {
"See full answer
Software Engineer
Data Structures & Algorithms
+4 more
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"The first thing I would want to do is understand why. Did the requirements change? Did we underscope the project? Were there unforeseen technical complexities? Did our capacity or velocity change for any reason? Did other more urgent priorities come up that shifted focus away from this?
Next I would want to understand all of the risks of missing the launch deadline. Are other teams dependent on our work? Are there any external marketing communications tied our to launch? What will be the impact"
Mallory M. - "The first thing I would want to do is understand why. Did the requirements change? Did we underscope the project? Were there unforeseen technical complexities? Did our capacity or velocity change for any reason? Did other more urgent priorities come up that shifted focus away from this?
Next I would want to understand all of the risks of missing the launch deadline. Are other teams dependent on our work? Are there any external marketing communications tied our to launch? What will be the impact"See full answer
"STAR story weaved around the project 0 to 1 execution with all the technical tradeoffs, issues, and success metrics involved."
Push S. - "STAR story weaved around the project 0 to 1 execution with all the technical tradeoffs, issues, and success metrics involved."See full answer
"Clarifying my assumptions first, i.e. "Technical contributions are not just writing or reviewing code".
Answer :
My contributions to any program I lead as a TPM are as follows :
Inputs towards design, architecture review, mapping requirements to the proposed design, reviewing the implementation strategy w.r.t scalable solution, Writing core user-centric test scenarios, Validating proposed design vs implementation estimates vs initial planning. etc...
Example :
Situation: We are a"
DM - "Clarifying my assumptions first, i.e. "Technical contributions are not just writing or reviewing code".
Answer :
My contributions to any program I lead as a TPM are as follows :
Inputs towards design, architecture review, mapping requirements to the proposed design, reviewing the implementation strategy w.r.t scalable solution, Writing core user-centric test scenarios, Validating proposed design vs implementation estimates vs initial planning. etc...
Example :
Situation: We are a"See full answer
"By showing results that I have achieved by taking that action because seeing is believing. For example, when we had issues with our child's behavior and wanted to understand what as parents we are doing wrong, we went and sought help from a specialist and similarly advised same to others having some form of mental health issues to seek help since we benefitted with it a lot."
Snighdha G. - "By showing results that I have achieved by taking that action because seeing is believing. For example, when we had issues with our child's behavior and wanted to understand what as parents we are doing wrong, we went and sought help from a specialist and similarly advised same to others having some form of mental health issues to seek help since we benefitted with it a lot."See full answer
"A project charter is a formal document that authorizes a project and outlines its objectives, scope, stakeholders, and key details. It serves as an agreement among stakeholders and provides a clear foundation for the project by defining what needs to be done and why. Typically, the project sponsor issues the project charter to the project manager or team, formally initiating the project.
A project charter typically includes the following key elements to ensure a comprehensive and clear unde"
Jatin S. - "A project charter is a formal document that authorizes a project and outlines its objectives, scope, stakeholders, and key details. It serves as an agreement among stakeholders and provides a clear foundation for the project by defining what needs to be done and why. Typically, the project sponsor issues the project charter to the project manager or team, formally initiating the project.
A project charter typically includes the following key elements to ensure a comprehensive and clear unde"See full answer
"this solution here is much faster than the exponent reference soln. It is also far more concise and easy to understand
def moveZerosToEnd(arr: List[int]) -> List[int]:
left = 0
for right in range(len(arr)):
if arr[right] == 0:
pass
else:
if left != right:
temp = arr[left]
arr[left] = arr[right]
arr[right] = temp
left += 1
return arr
`"
Devesh K. - "this solution here is much faster than the exponent reference soln. It is also far more concise and easy to understand
def moveZerosToEnd(arr: List[int]) -> List[int]:
left = 0
for right in range(len(arr)):
if arr[right] == 0:
pass
else:
if left != right:
temp = arr[left]
arr[left] = arr[right]
arr[right] = temp
left += 1
return arr
`"See full answer
"In 2019, I was given a very important problem to solve. In a team of 3 we had to build a mobility assist device. The customer segment we would go for was something we could decide. The project was very close to me as I had lost someone I loved because of cancer and I saw how reduced mobility was a huge pain point in not being able to do physical activities. My team could only think of elderly people as the main target market.
As the Head of Product what I did was:
1) I helped them dive even d"
Soumya S. - "In 2019, I was given a very important problem to solve. In a team of 3 we had to build a mobility assist device. The customer segment we would go for was something we could decide. The project was very close to me as I had lost someone I loved because of cancer and I saw how reduced mobility was a huge pain point in not being able to do physical activities. My team could only think of elderly people as the main target market.
As the Head of Product what I did was:
1) I helped them dive even d"See full answer
"Clarifying Questions
Who are we? Traditional elevator company or a new age tech startup
Assumption: New age tech based elevator company
Any constraints: Budget, etc. Assumption: No
What kind of a skyscraper building:
Assumption: Commercial. Includes office spaces as well as others
Any particular goal with respect to building this elevator? Design best in class elevator providing the best user experience for passengers
User needs - Users have the following needs when"
Shasleen I. - "Clarifying Questions
Who are we? Traditional elevator company or a new age tech startup
Assumption: New age tech based elevator company
Any constraints: Budget, etc. Assumption: No
What kind of a skyscraper building:
Assumption: Commercial. Includes office spaces as well as others
Any particular goal with respect to building this elevator? Design best in class elevator providing the best user experience for passengers
User needs - Users have the following needs when"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
"I was the PM of a beta product which started to be utilized by a range of users. Although I maintained and communicated a road map that outlined upcoming features at a high level, it wasn't very clear to the users whether certain features were going to be improved, certain low level features were going to be added, or whether these were on our radar at all. We don't have a large team to support call desk or a marketing team. I was having multiple, one of conversations with different users and c"
rocketscientist - "I was the PM of a beta product which started to be utilized by a range of users. Although I maintained and communicated a road map that outlined upcoming features at a high level, it wasn't very clear to the users whether certain features were going to be improved, certain low level features were going to be added, or whether these were on our radar at all. We don't have a large team to support call desk or a marketing team. I was having multiple, one of conversations with different users and c"See full answer