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Niketkumardheeryan / ML-CaPsule

ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.
MIT License
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AI-Powered Chatbot Model for Customer Support #796

Open ShaikArshidBanu opened 3 months ago

ShaikArshidBanu commented 3 months ago

Description:

AI-powered chatbot model for customer support using BERT embeddings and a neural network to classify intents and generate responses.

Motivation:

Implementation Plan:

  1. Set Up Environment:
    • Install necessary libraries (numpy, pandas, scikit-learn, tensorflow, transformers).
  2. Load and Prepare Data:
    • Create/use a dataset with customer queries and intents.
  3. Train Intent Classification Model:
    • Encode intents, split data, tokenize queries, extract embeddings, and train a neural network.
  4. Response Generation:
    • Map classified intents to predefined responses.

@Niketkumardheeryan I am a GSSOC'24 contributor and would love to work on this issue.

invigorzz313 commented 3 months ago

This issue has been assigned. Do follow the project guidelines for the PR. Create a new branch for the PR and avoid committing directly from 'master'.