"Problem scope:
Can this system detect Bot in real-time online or offline? Both.
Online traffic: 1M DAU.
Latency: 2s.
Offline frequency: daily
Offline data: 2B activity logs.
Data:
How do we know a Bot player (Label)? Human label.
Imbalance data: reweight, resample.
Develop a Bot simulator to generate more data offline for training.
Given lower weight to simulator data than human label.
Features:
Signals from different models online.
Log all the features for offline.
Propose new features: dail"
Jacky Y. - "Problem scope:
Can this system detect Bot in real-time online or offline? Both.
Online traffic: 1M DAU.
Latency: 2s.
Offline frequency: daily
Offline data: 2B activity logs.
Data:
How do we know a Bot player (Label)? Human label.
Imbalance data: reweight, resample.
Develop a Bot simulator to generate more data offline for training.
Given lower weight to simulator data than human label.
Features:
Signals from different models online.
Log all the features for offline.
Propose new features: dail"See full answer
"What are you strengths -:
My strengths would include my eagerness to learn. This allows me to be open to new projects, roles and products and I can give my 100% to achieve the goals expected of me
Other strengths would include my collaborative approach to work. I believe a team can achieve tremendous success if shares a common goal, respects other's opinions and contribution and is built on fundamental of trust
Finally my biggest strength would be my commitment and passion to solve the custome"
Amit A. - "What are you strengths -:
My strengths would include my eagerness to learn. This allows me to be open to new projects, roles and products and I can give my 100% to achieve the goals expected of me
Other strengths would include my collaborative approach to work. I believe a team can achieve tremendous success if shares a common goal, respects other's opinions and contribution and is built on fundamental of trust
Finally my biggest strength would be my commitment and passion to solve the custome"See full answer
"INTERVIEWER: Design a communication app for children
ME: GOAL: What are the business goals for this initiative?
INTERVIEWER: Please assume.
ME: Goals could be to* *improve communication skills/ communicate with classmates/friends better/enter a new market/empower children with disability to communicate better/etc.
I’ll assume that the goal here is to enable children to communicate and engage better with their classmates since I have personally seen my niece and nephew (17 a"
Priya T. - "INTERVIEWER: Design a communication app for children
ME: GOAL: What are the business goals for this initiative?
INTERVIEWER: Please assume.
ME: Goals could be to* *improve communication skills/ communicate with classmates/friends better/enter a new market/empower children with disability to communicate better/etc.
I’ll assume that the goal here is to enable children to communicate and engage better with their classmates since I have personally seen my niece and nephew (17 a"See full answer