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PROJECT
Build a Mental Health Counseling Chatbot Using Django and OpenAI
In this project, we’ll use Python, HTML/CSS, and JavaScript to build a Django-based chatbot for mental health counseling with an integrated OpenAI API.
You will learn to:
Set up and configure a Django project for web development.
Integrate the OpenAI API to create an AI-powered chatbot.
Design and implement responsive HTML templates using Django’s template system.
Handle form submissions and asynchronous requests with JavaScript and jQuery.
Configure URL routing and manage security features like CSRF protection in a Django application.
Skills
Machine Learning
Web Development
Data Science
Natural Language Processing
Prerequisites
Proficiency in Python
Access to resources like AI libraries and datasets
Good understanding of Django
Technologies
Django
Python
OpenAI
Project Description
This project aims to develop an intelligent chatbot for mental health counseling utilizing the power of OpenAI’s API, integrated seamlessly with the Django framework. The AI chatbot will provide a supportive, conversational interface to assist users with their mental health concerns by delivering thoughtful, relevant, and empathetic responses. By leveraging cutting-edge natural language processing (NLP) models from OpenAI, the chatbot will be trained to engage in meaningful dialogue, offering guidance and resources in a user-friendly manner.
The project is divided into two key phases: the first phase involves training the chatbot model using OpenAI’s API, ensuring it can understand and respond effectively to diverse mental health-related queries. In the second phase, this trained model will be integrated into a Django web application, enabling real-time user interaction in a secure, scalable, and responsive environment. Combining these technologies will create a powerful, innovative tool for mental health support.
Deliverables include a fully functional mental health chatbot with real-time user interaction, a streamlined Django-based web application, and customizable features that adapt to various user needs. This project not only demonstrates technical expertise but also encourages innovation in leveraging AI for mental well-being.
Project Tasks
1
Introduction
Task 0: Get Started
2
Developing the ChatGPT Clone
Task 1: Import the Libraries
Task 2: Create Classes for the Dataset
Task 3: Load, Explore, and Store the Data
Task 4: Fine-Tune the Model
Task 5: Test the Fine-Tuned Model
3
Enhancing the User Experience
Task 6: Overview of the Application
Task 7: Connect Django Chatbot to OpenAI Trained Model
Task 8: Create HTML Templates for the Frontend
Task 9: Configure URL Routing
Task 10: Run the Django Server
Congratulations!
Relevant Courses
Use the following content to review prerequisites or explore specific concepts in detail.