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Model Maintenance Workflow & Tooling
This survey is about your model maintenance workflow and tooling, not any specific project. Please don’t share confidential or proprietary details. It should take about 2–3 minutes.
Which best describes your current role?
*
A
ML / AI engineer
B
Data scientist
C
Research scientist / AI researcher
D
MLOps / ML platform engineer
E
Software engineer working with ML
F
Engineering / technical manager
G
Other
Which types of models or data do you work with? Select all that apply.
*
Computer vision / image / video
Text / NLP / LLMs / agents
Audio / speech
Time series
Tabular / structured data
Multimodal
Other
Which parts of the model lifecycle do you personally work on? Select all that apply.
*
Data collection / sourcing
Labeling / annotation
Dataset cleaning / curation
Training / fine-tuning
Evaluation / eval sets
Deployment / serving
Production monitoring
Debugging / error analysis
Retraining / model updates
Other
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