Transfer Learning Research Survey
Please complete this survey to share your experiences and views on transfer learning in machine learning research. Your input will contribute to ongoing research efforts.
Full Name
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First Name
Last Name
Email Address
*
example@example.com
Institution or Organization
What is your current role?
*
Please Select
Undergraduate Student
Graduate Student
Postdoctoral Researcher
Faculty/Professor
Industry Professional
Other
How many years of experience do you have in machine learning or data science?
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Please Select
Less than 1 year
1-2 years
3-5 years
6-10 years
More than 10 years
How familiar are you with transfer learning concepts?
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Not familiar
1
2
3
4
Expert
5
1 is Not familiar, 5 is Expert
Which domains have you applied transfer learning to? (Select all that apply)
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Computer Vision
Natural Language Processing
Speech Recognition
Time Series Analysis
Reinforcement Learning
Other
Please rate your agreement with the following statements about transfer learning:
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Rows
Strongly Disagree
Disagree
Neutral
Agree
Strongly Agree
Transfer learning improves model performance in my projects.
1
2
3
4
5
Transfer learning reduces training time and computational resources.
6
7
8
9
10
I find it easy to implement transfer learning in practice.
11
12
13
14
15
Transfer learning is applicable to a wide range of tasks.
16
17
18
19
20
What challenges have you encountered when applying transfer learning? (Select all that apply)
Lack of suitable pre-trained models
Domain mismatch issues
Computational limitations
Lack of documentation/resources
Other
Which frameworks or libraries do you use for transfer learning? (Select all that apply)
TensorFlow
PyTorch
Keras
Scikit-learn
Other
Please describe any successful transfer learning project you have worked on or share additional comments.
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