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author | navanchauhan <navanchauhan@gmail.com> | 2021-06-28 00:53:27 +0530 |
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committer | navanchauhan <navanchauhan@gmail.com> | 2021-06-28 00:53:27 +0530 |
commit | 585f32b2a8ad8cac6ab047b0dfc4fb028715118e (patch) | |
tree | bd7026d11dccf91cf6bf3a5df5ba15597f21ed9e /Content/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.md | |
parent | 9a29c1d4f33dfb7d9b1f91ab629a701bab5b8016 (diff) |
added dataset
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-rw-r--r-- | Content/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.md | 44 |
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diff --git a/Content/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.md b/Content/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.md index 804ad97..7701c09 100644 --- a/Content/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.md +++ b/Content/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.md @@ -17,6 +17,32 @@ Disclaimer: This is a very crude proof-of-concept, but it does work. I opened a CSV file and added some sample entries, with a corresponding label. ![Screenshot of Sample Dataset](/assets/posts/swift-chatbot/intent-csv.png) + +```csv +text,label +hey there,greetings +hello,greetings +good morning,greetings +good evening,greetings +hi,greetings +open the pod bay doors,banter +who let the dogs out,banter +ahh that's hot,banter +bruh that's rad,banter +nothing,banter +da fuq,banter +can you tell me details about the compound aspirin,deez-drug +i want to know about some compounds,deez-drug +search about the compound,deez-drug +tell me about the molecule,deez-drug +tell me about something,banter +tell me something cool,banter +tell a joke,banter +make me a sandwich,banter +whatcha doing,greetings +i love you,banter +``` + ![Screenshot of Create ML Text Classifier](/assets/posts/swift-chatbot/create-intent.png) ## Word Tagging @@ -26,6 +52,24 @@ This model will be only called if the intent from the classifier is a custom act I created a sample JSON with only 3 examples (I know, very less, but works for a crude PoC). ![Screenshot of Sample Dataset](/assets/posts/swift-chatbot/drugs-json.png) + +```json +[ + { + "tokens": ["Tell","me","about","the","drug","Aspirin","."], + "labels": ["NONE","NONE","NONE","NONE","NONE","COMPOUND","NONE"] + }, + { + "tokens": ["Please","tell","me","information","about","the","compound","salicylic","acid","."], + "labels": ["NONE","NONE","NONE","NONE","NONE","NONE","NONE","COMPOUND","COMPOUND","NONE"] + }, + { + "tokens": ["Information","about","the","compound","Ibuprofen","please","."], + "labels": ["NONE","NONE","NONE","NONE","COMPOUND","NONE","NONE"] + } +] +``` + ![Screenshot of Create ML Text Classifier](/assets/posts/swift-chatbot/create-tagger.png) ## Time to Get Swift-y |