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“Any kid can do it. “ 👧👦
Create ML 🤖
Hanawa Takuro LIFULL Co., Ltd.
$Hanawa Takuro
facebook.com/takuro.hanawa
🏢LIFULL Co.,Ltd.
iOS Engineer
/ WWDC …  🤵🌹Bachelor Japan
😟
Natural Language Text Classification
Object Detection
❌
Categorization and Quantity Estimation
Image Classification
Natural Language
Text Classification 🗣❓
“ ”
Qiita: Create ML
https://qiita.com/hanawat/items/63176648a52b5e0b985b
Agenda
• Preparing the data set 🐣
• Start training 🤖
• Export model 🖨
• Demo 💪
Preparing the data set 🐣
• MLDataTable:
• MLDataColumn: 

MLDataValueConvertible 

(Array, Dictionary )
• MLDataValue: 

Int, Double, String, …
Preparing the data set 🐣
• CSV JSON
🌹
• 1300
• 2018/06/15 19:00 1
• :
• : anti, normal, fan

※ 👁 👁
Preparing the data set 🐣
Preparing the data set 🐣
😇
Start training 🤖
Start training 🤖
• CSV MLDataTable
•
• MLTextClassifier( )
Start training 🤖
• MLDataTable
MLDataValueConvertible
😡
Start training 🤖
•
🐛
•
😇 (1321→449)
Start training 🤖
• /
MLClassifierMetrics
Export model 🖨
Export model 🖨
• MLRegressor write(to:metadata:)
MLModel
• playgroundSharedDataDirectory Documents
”Shared Playground Data”
Export model 🖨
❌ ❌❌
😂
Demo 💪

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Create Ml - Natural Language Text Classification