https://github.com/cocoa-ai/NamesCoreMLDemo

🏷 iOS11 demo application for predicting gender from first names.
https://github.com/cocoa-ai/NamesCoreMLDemo

classification coreml coreml-models gender-classification ios machine-learning nlp swift swift4

Last synced: about 1 month ago
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🏷 iOS11 demo application for predicting gender from first names.

• Host: GitHub
• URL: https://github.com/cocoa-ai/NamesCoreMLDemo
• Owner: cocoa-ai
• License: mit
• Created: 2017-07-09T14:16:35.000Z (about 7 years ago)
• Default Branch: master
• Last Pushed: 2018-10-07T18:58:07.000Z (almost 6 years ago)
• Last Synced: 2024-05-21T01:13:45.575Z (4 months ago)
• Topics: classification, coreml, coreml-models, gender-classification, ios, machine-learning, nlp, swift, swift4
• Language: Swift
• Homepage: https://github.com/cocoa-ai
• Size: 1010 KB
• Stars: 36
• Watchers: 2
• Forks: 6
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Names CoreML Demo

A Demo application using `CoreML` framework for predicting gender from first

names.







## Model

This demo is based on [An introduction to Machine Learning](http://nlpforhackers.io/introduction-machine-learning/) tutorial, which describes how to build a classifier able to distinguish between

boy and girl names using [datasets](https://www.ssa.gov/oact/babynames/limits.html)

with the popularity of baby names over the years from The US Social Security

Administration.

[CoreML model](https://github.com/cocoa-ai/NamesCoreMLDemo/blob/master/Names/Resources/NamesDT.mlmodel)

was converted from [Scikit-learn Pipeline](http://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html)

using [coremltools](https://pypi.python.org/pypi/coremltools) python package.

## Requirements

- Xcode 9

- iOS 11

## Installation

```sh

git clone https://github.com/cocoa-ai/NamesCoreMLDemo.git

cd NamesCoreMLDemo

open Names.xcodeproj/

```

Build the project and run it on a simulator or a device with iOS 11.

## Conversion

```sh

cd Convert

python names.py

```

## Author

Vadym Markov, [email protected]

## Credits

- [Is it a boy or a girl? An introduction to Machine Learning](http://nlpforhackers.io/introduction-machine-learning/) from http://nlpforhackers.io

## References

- [Apple Machine Learning](https://developer.apple.com/machine-learning/)

- [CoreML Framework](https://developer.apple.com/documentation/coreml)

- [coremltools](https://pypi.python.org/pypi/coremltools)