TensorFlow.js 2020 Review
Google's TensorFlow.js team want to hear how you are using machine learning with JavaScript / Node.js. Please take the survey to help shape the future of TensorFlow.js - a JavaScript library for training and deploying machine learning models in the browser and in Node.js. Your responses will be used for product research and usability improvements. Thank you for taking the time to fill this out :-)
You must be 18 years or older to complete the survey.
* Required
About you
How do you identify yourself in your career?
*
Academic (Professor, PhD researcher, etc)
Backend Web Engineer
Creative Technologist
Creative Director
Designer / UX Engineer
Front End Web Engineer
Full Stack Web Developer
Research Engineer
Software Engineer
Student
Other:
How experienced are you in Machine Learning?
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Totally new to this
1
2
3
4
5
I have written a book on the subject
How you use TensorFlow.js
How do you most frequently use / want to use TensorFlow.js? Select all that apply.
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Client side in web pages using JavaScript
Client side in mobile apps built on JavaScript platforms (React Native, Angular, PWA etc)
Server side using Node.js
IoT apps using Node.js
I do not currently use TensorFlow.js but want to learn
I do not use TensorFlow.js and have no plans to use it (please tell us why at the end)
Required
How do you typically use machine learning models with TensorFlow.js? You can pick more than one. If you do not currently use TensorFlow.js - pick how you may use it if you could.
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I directly use existing TensorFlow.js pre-trained models from the community (
https://www.tensorflow.org/js/models/
)
I retrain existing TensorFlow.js community models to work with my own data
I convert existing Python TensorFlow models to work in TensorFlow.js without retraining them
I retrain existing Python TensorFlow models with my own data for use in TensorFlow.js
I design and build my own models from scratch using the TensorFlow.js API
Other:
Required
What was the result of using TensorFlow.js? Check all that apply.
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Used in real world products for business
Prototypes (for work)
Prototypes (for fun in my own time)
Tutorials / Inspiration (on sites like Codepen / Glitch / Github)
I just enjoy playing with TensorFlow.js but do not use or share what I create anywhere
Other:
Required
If you did not use TensorFlow.js in production - why not?
Your answer
About TensorFlow.js
Which of the following should we prioritize?
Low Priority
No change needed
High Priority
Unsure
Browser Execution Speed
Run larger models that use more memory
Provide more pre-trained models
Better tooling / APIs for training models and transfer learning on custom data
Support more low level operations so more Python TensorFlow models can run in TensorFlow.js
More tutorials / example code
API Documentation
Browser support (ML specific dev tools, caching popular models etc)
Low Priority
No change needed
High Priority
Unsure
Browser Execution Speed
Run larger models that use more memory
Provide more pre-trained models
Better tooling / APIs for training models and transfer learning on custom data
Support more low level operations so more Python TensorFlow models can run in TensorFlow.js
More tutorials / example code
API Documentation
Browser support (ML specific dev tools, caching popular models etc)
This is our website -
https://www.tensorflow.org/js
How do you rate our website / documentation for getting started?
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Hard to find what I need
1
2
3
4
5
Easy to find what I need
Care to elaborate on your thoughts for our website / documentation? (Optional)
Your answer
What do you like most about TensorFlow.js?
Your answer
What do you like least about TensorFlow.js? If you do not use it currently, then please let us know what is stopping you from using it.
Your answer
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