ImmigraMate is a chatbot designed to assist students and young professionals with Canadian immigration queries. Built using Gradio, it offers a user-friendly interface that simplifies the process of finding reliable immigration information, increasing user engagement and accessibility.
- Conversational Guidance: Provides instant, conversational responses to common Canadian immigration questions.
- User-Friendly Interface: Utilizes Gradio for a simple, interactive user experience.
- Daily Interactions: Handles over 100 unique user interactions daily, demonstrating optimized performance and reliability.
- Scalable: Designed for scalability to meet the needs of a growing user base.
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Gradio: Used for building a conversational and accessible user interface.
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Python: Backend logic for handling user interactions and chatbot responses.
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Machine Learning: Integrated with pre-trained language models to provide accurate and contextually relevant information.
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HuggingFaceSpaces: helps deploy user interface
- User Interaction: The user interacts with the chatbot through a Gradio interface, entering their immigration-related questions.
- Response Generation: The chatbot uses a pre-trained language model to generate relevant responses, guiding the user through various aspects of Canadian immigration.
- Enhanced Performance: Regular updates and optimizations improve the chatbot's accuracy, user engagement, and daily interaction capacity.
Here's a breakdown of the key components of this project:
src/
: Contains the main code files for the chatbot logic and Gradio interface.assets/
: Stores icons, images, and other UI-related assets.models/
: Includes pre-trained language models or links to external model downloads.data/
: Sample datasets for testing and training the chatbot.notebooks/
: Jupyter Notebooks for experimenting with model training and improving chatbot responses.requirements.txt
: Lists the Python dependencies required for this project.
- Python 3.8+
- Gradio installed
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Clone this repository:
git clone https://github.com/your-username/immigramate-chatbot.git cd immigramate-chatbot
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Install the required packages:
pip install -r requirements.txt
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Run the Chatbot:
python src/app.py
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Open the Gradio Interface:
- Navigate to the URL provided in the terminal to start using the chatbot.
- Adding support for more complex immigration scenarios.
- Integrating a more advanced natural language processing model to enhance response accuracy.
- Building a database of frequently asked questions to provide faster and more relevant responses.