Hi, I can help you build a Python-based web application that integrates machine learning for tracking user behaviors, specifically facial expressions, and other interactions. Here’s a concise overview:
Key Features:
User Profiles:
Separate profiles for students and teachers, including roles and permissions.
Facial Expression Analysis:
Use machine learning models (e.g., OpenCV and TensorFlow) to track expressions like confusion, happiness, or sadness through webcam inputs.
Behavior Monitoring:
Analyze student behaviors during assessments, covering facial cues and activities such as material downloads, practice sessions, and online questions.
Assessments:
Allow students to take quizzes/tests directly on the platform.
Student Reports:
Generate comprehensive reports detailing each student’s engagement, learning behaviors, and emotional patterns.
Ideal Tech Stack:
Backend: Python (Django/Flask) for user management, assessments, and behavior tracking.
Frontend: React.js or similar for an interactive UI.
Machine Learning Models: Pre-trained emotion recognition models fine-tuned for your use case.
Database: PostgreSQL or MongoDB for managing user profiles and behavior logs.
Why Choose Me?
With expertise in Python, machine learning, and web development, I can ensure a user-friendly, efficient, and secure application tailored to your requirements. Let’s connect to discuss further!