Making a Crude ML Powered Chatbot in Swift using CoreML

A chatbot/virtual assistant, on paper, looks easy to build. The user says something, the programs finds the best action, checks if additional input is required and sends back the output. @@ -52,7 +52,7 @@ To do this in Swift, I used two separate ML Models created using Apple's Create First is a Text Classifier to classify intent, and the other a word tagger for extracting input from the input message. Disclaimer: This is a very crude proof-of-concept, but it does work.

Text Classifier

I opened a CSV file and added some sample entries, with a corresponding label.

@@ -84,7 +84,7 @@ i love you,banter

Screenshot of Create ML Text Classifier

Word Tagging

This is useful to extract the required variables directly from the user's input. This model will be only called if the intent from the classifier is a custom action. @@ -112,7 +112,7 @@ I created a sample JSON with only 3 examples (I know, very less, but works for a

Screenshot of Create ML Text Classifier

Time to Get Swift-y

The initial part is easy, importing CoreML and NaturalLanguage and then initializing the models and the tagger.

-- cgit v1.2.3 From 9e620084e57378952c1a7f8e0a772ebebd18932b Mon Sep 17 00:00:00 2001 From: Navan Chauhan Date: Wed, 27 Mar 2024 20:35:09 -0600 Subject: quick fix --- docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) (limited to 'docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html') diff --git a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html index 5836c49..f4c779f 100644 --- a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html +++ b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html @@ -6,13 +6,13 @@ - id="making-a-crude-ml-powered-chatbot-in-swift-using-coreml">Making a Crude ML Powered Chatbot in Swift using CoreML + Making a Crude ML Powered Chatbot in Swift using CoreML - Making a Crude ML Powered Chatbot in Swift using CoreML" /> - Making a Crude ML Powered Chatbot in Swift using CoreML" /> + + -- cgit v1.2.3 From 01ff93c9c16867216f2d249664803860e1d6d5eb Mon Sep 17 00:00:00 2001 From: Navan Chauhan Date: Wed, 27 Mar 2024 22:49:40 -0600 Subject: generate new theme --- ...21-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html | 55 +++++++++++++++------- 1 file changed, 37 insertions(+), 18 deletions(-) (limited to 'docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html') diff --git a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html index f4c779f..d6d2ecc 100644 --- a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html +++ b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html @@ -2,14 +2,26 @@ - + + + + + Making a Crude ML Powered Chatbot in Swift using CoreML + + + + + + + - Making a Crude ML Powered Chatbot in Swift using CoreML - @@ -29,21 +41,27 @@ - - - + + +

- +

Making a Crude ML Powered Chatbot in Swift using CoreML

A chatbot/virtual assistant, on paper, looks easy to build. @@ -221,14 +239,15 @@ Otherwise, it calls the custom action.

If I ever release a part-2, it will either be about implementing this in Tensorflow.JS or an iOS app using SwiftUI ;)

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-- cgit v1.2.3 From de19543d7fb44d343b052dc9b34ede78620c4a46 Mon Sep 17 00:00:00 2001 From: Navan Chauhan Date: Wed, 27 Mar 2024 23:36:55 -0600 Subject: Generate --- .../2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) (limited to 'docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html') diff --git a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html index d6d2ecc..25bb83c 100644 --- a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html +++ b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html @@ -46,7 +46,7 @@ + +

-- cgit v1.2.3 From a982ceab0b45609991179b3020a00260eed6f798 Mon Sep 17 00:00:00 2001 From: Navan Chauhan Date: Wed, 27 Mar 2024 23:45:59 -0600 Subject: css --- docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html | 1 + 1 file changed, 1 insertion(+) (limited to 'docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html') diff --git a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html index 25bb83c..de25fe8 100644 --- a/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html +++ b/docs/posts/2021-06-27-Crude-ML-AI-Powered-Chatbot-Swift.html @@ -5,6 +5,7 @@ + Making a Crude ML Powered Chatbot in Swift using CoreML -- cgit v1.2.3