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PhD Interview Questions - Coggle Diagram
PhD Interview Questions
Data Mining
Data Value Estimation
Experience
Image Processing / Computer Vision
Motivation
Expectations
Microservices
Databases
Questions
About you
How would you envision your PhD time at APTIV ?
How do you keep yourself organized ?
What interests you, about this PhD topic ?
Basic
Are you prepared to move to Wuppertal or surrounding area ?
Did you publish in the past ?
Teasers
Is it better speed or quality?
Behaviour
Skills/Experience
Docker
Microservices
ML-Frameworks
When was the last time you used a ML-Framework and what for ?
Reinforcement Learning
Creativity questions
Sensor sets
All sensors + internet
All sensors + internet + Object detection
Host + internet
Host + Lidar + Radar + internet
Host but no GPS
Ideas
Use ego motion profiles
Use signatures
Use API's from internet
traffic data
road network
satelite imagery
Use off the shelf models
classification
detection
semantic segmentation
instance segmentation
Questions
What models could indirectly help identifying target scenarios ?
Can you think of an use of a middle layer of a CNN. Let's say of an detection model.
How do you deal with many requests from stakeholders ?
Tasks
Find construction areas
Find roundabouts
Cross-traffic alert
Overtaking maneuver involving trucks
Close-cut-in
In-City-High-Traffic
Rear Collision Warning
Lane change warning
Data Warehouse Design Principles
Data Lifecycle Management
Automation
Searchability
Hot-/Cold- Shuffeling
PaaS / SaaS
Questions
If you would build a Data Warehouse
Guiding Principles
Put into situation
How to do data value estimation ?
Tech Stack
Elasticsearch
How to setup ?
Docker
Microservices
Version control systems and CI
ML
What are the challenges with certain sensor types ?
Understanding the data domain
Computer Vision ?