"Clarifying
When we say cloud gaming, we refer to a video gaming experience using cloud computing, right? Assumption: Yes.
Understanding of cloud computing first. I'll use some analogies:
Imagine you are looking to do heavy computing but don't have a powerful CPU and GPU.
CPU and GPU are like your big calculators.
You can buy a powerful CPU and GPU, but problems:
It costs a lot to buy.
It costs a lot to run.
You don't need it 24-7.
You are not a un"
Darpan D. - "Clarifying
When we say cloud gaming, we refer to a video gaming experience using cloud computing, right? Assumption: Yes.
Understanding of cloud computing first. I'll use some analogies:
Imagine you are looking to do heavy computing but don't have a powerful CPU and GPU.
CPU and GPU are like your big calculators.
You can buy a powerful CPU and GPU, but problems:
It costs a lot to buy.
It costs a lot to run.
You don't need it 24-7.
You are not a un"See full answer
"Clarifying questions:
Are we taking about a personal parking lot or a public parking lot
Do we have an objective in head for this lot -> Make money? Public parking lot from govt body
Do we have a particular location in head for this -> basement, outside some building or on the roof
Are we particular about the number of vehicles it can take up?
Are we particular about the kind of vehicles that it can take up? (2 wheelers, 4 wheelers, heavy weight 4 wheelers)
Taking a few assumptions:"
Anubhav A. - "Clarifying questions:
Are we taking about a personal parking lot or a public parking lot
Do we have an objective in head for this lot -> Make money? Public parking lot from govt body
Do we have a particular location in head for this -> basement, outside some building or on the roof
Are we particular about the number of vehicles it can take up?
Are we particular about the kind of vehicles that it can take up? (2 wheelers, 4 wheelers, heavy weight 4 wheelers)
Taking a few assumptions:"See full answer
"Clarification questions
What is the purpose of connecting the DB?
Do we expect high-volumes of traffic to hit the DB
Do we have scalability or reliability concerns?
Format
Code -> DB
Code -> Cache -> DB
API -> Cache -> DB - APIs are built for a purpose and have a specified protocol (GET, POST, DELETE) to speak to the DB. APIs can also use a contract to retrieve information from a DB much faster than code.
Load balanced APIs -> Cache -> DB
**Aut"
Aaron W. - "Clarification questions
What is the purpose of connecting the DB?
Do we expect high-volumes of traffic to hit the DB
Do we have scalability or reliability concerns?
Format
Code -> DB
Code -> Cache -> DB
API -> Cache -> DB - APIs are built for a purpose and have a specified protocol (GET, POST, DELETE) to speak to the DB. APIs can also use a contract to retrieve information from a DB much faster than code.
Load balanced APIs -> Cache -> DB
**Aut"See full answer
"Clarification question: How many subscription plans are offered by Tinder ?
If there is more than one subscription plan, then we need to ask is the fluctuation happening across all plans or in a particular one ?
Assumption: Let's say lower priced subscription plan is showing the most fluctuation and there are only two types of plans
In this subscription plan which age group is showing the most fluctuation (18-24,25-30, 30+ etc) ?
Is there any seasonality trend observed (eg: placemen"
Srijita P. - "Clarification question: How many subscription plans are offered by Tinder ?
If there is more than one subscription plan, then we need to ask is the fluctuation happening across all plans or in a particular one ?
Assumption: Let's say lower priced subscription plan is showing the most fluctuation and there are only two types of plans
In this subscription plan which age group is showing the most fluctuation (18-24,25-30, 30+ etc) ?
Is there any seasonality trend observed (eg: placemen"See full answer
"Use a mapping to store number characters to possible meaning, iterate through the numeronym matching all digits with their representation"
Anonymous Bobcat - "Use a mapping to store number characters to possible meaning, iterate through the numeronym matching all digits with their representation"See full answer
"Based on the required significance level (usually less than 5%) and based on the test power (usually 95%?), I will calculate the required sample size. Once I get the sample size, then I will do the A/B testing until I meet the sample size."
Naga M. - "Based on the required significance level (usually less than 5%) and based on the test power (usually 95%?), I will calculate the required sample size. Once I get the sample size, then I will do the A/B testing until I meet the sample size."See full answer
"You might build a product like this a few ways. I think you'd definitely want a temperature sensor device (maybe like a TMP422, or maybe there's a different one that is standard for wearables) that was worn by the individual. As far as tracking social distance, my answer here is more dependent on the state of the art of robust (wearable) distance measurement. Maybe there's something available better than ultrasonic sensors, maybe there's some kind of electromagnetism based solution that isn't in"
Ian R. - "You might build a product like this a few ways. I think you'd definitely want a temperature sensor device (maybe like a TMP422, or maybe there's a different one that is standard for wearables) that was worn by the individual. As far as tracking social distance, my answer here is more dependent on the state of the art of robust (wearable) distance measurement. Maybe there's something available better than ultrasonic sensors, maybe there's some kind of electromagnetism based solution that isn't in"See full answer
"Aim of compression is to reduce the file size and bandwidth consumed in transmission in order to preserve the quality of the image or text as experienced by the consumer/user.
Text compression typically uses a library to act as a key for words, either words that repeat in the same document or words that are commonly presented in all documents. And maybe even word parts.
Key points are that 1. it tends not to be lossy, 2. is simple/fast/consumes relatively little memory, 3. is pretty standard"
Raymond W. - "Aim of compression is to reduce the file size and bandwidth consumed in transmission in order to preserve the quality of the image or text as experienced by the consumer/user.
Text compression typically uses a library to act as a key for words, either words that repeat in the same document or words that are commonly presented in all documents. And maybe even word parts.
Key points are that 1. it tends not to be lossy, 2. is simple/fast/consumes relatively little memory, 3. is pretty standard"See full answer
"As engineering managers, it’s our obligation to prioritize and manage technical debt properly. However, achieving the correct mix between reducing technical debt and providing new features while meeting deadlines can be fairly tough.To manage technical debt efficiently, it’s vital to first understand how to detect it inside your projects. One way to do this is by doing regular code reviews and encouraging your team to share any concerns or areas where they feel the codebase may be improved. This"
Scott S. - "As engineering managers, it’s our obligation to prioritize and manage technical debt properly. However, achieving the correct mix between reducing technical debt and providing new features while meeting deadlines can be fairly tough.To manage technical debt efficiently, it’s vital to first understand how to detect it inside your projects. One way to do this is by doing regular code reviews and encouraging your team to share any concerns or areas where they feel the codebase may be improved. This"See full answer
"Started with user-groups to identify the differences world wide: speed of internet, how high end devices are
The interviewer just wanted to dive into the questions of latency & the technical fast.
I then said let's separate out server vs client. On server side, cannot have australian users hitting california servers for data. So must be some sort of global availability of caching. And ensure rapid read out of that cache so something like a redis solution would help.
Then switch gears to cli"
Sim S. - "Started with user-groups to identify the differences world wide: speed of internet, how high end devices are
The interviewer just wanted to dive into the questions of latency & the technical fast.
I then said let's separate out server vs client. On server side, cannot have australian users hitting california servers for data. So must be some sort of global availability of caching. And ensure rapid read out of that cache so something like a redis solution would help.
Then switch gears to cli"See full answer
"A Random Forest works by building an ensemble of decision trees, each trained on a slightly different version of the data. The key mechanism is bagging: for each tree, we sample the training data with replacement (bootstrapping), so every tree sees a different subset of examples. On top of that, at each split the algorithm randomly selects a subset of features, so trees explore different predictors.
These two sources of randomness decorrelate the trees. When we aggregate them — by averag"
Yuexiang Y. - "A Random Forest works by building an ensemble of decision trees, each trained on a slightly different version of the data. The key mechanism is bagging: for each tree, we sample the training data with replacement (bootstrapping), so every tree sees a different subset of examples. On top of that, at each split the algorithm randomly selects a subset of features, so trees explore different predictors.
These two sources of randomness decorrelate the trees. When we aggregate them — by averag"See full answer
"These works often aren't comparable, so that I'd use a balanced portfolio of 20%-30% engineering needs and 70%-80% user needs to satisfy both sides. However, this is only a starting point, if engineering requests more than this baseline then I would use ROI to prioritize."
Coco H. - "These works often aren't comparable, so that I'd use a balanced portfolio of 20%-30% engineering needs and 70%-80% user needs to satisfy both sides. However, this is only a starting point, if engineering requests more than this baseline then I would use ROI to prioritize."See full answer