CodingTrain / CodingTrain/Toy-Neural-Network-JS
NeuralNetwork (de)serialization does not preserve activation function
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- Dominant language
- JavaScript
- Stars
- 437
- Forks
- 242
- PR merge metrics
- No merged PRs in 30d
Description
Currently the (de)serialization features of the NeuralNetwork library does not preserve the activation function. The default activation function (currently sigmoid) will be used after deserialization.
This could be fixed by adding a `replacer` function to [`JSON.stringify()`](https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/JSON/stringify).
Contributor guide
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First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start at the NeuralNetwork serialization and deserialization implementation, then inspect the JSON.stringify call mentioned in the issue. Done means a serialized network restores its original activation function rather than defaulting to sigmoid; verify the relevant serialization behavior with the project’s existing checks.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- javascript
- Domain
- machine-learning
- Issue type
- Bug
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 45/100