Objective

To build a smart platform that automatically evaluates and grades students' homework (subjective and objective), provides instant feedback, and highlights areas of improvement using AI and Natural Language Processing.

Key Features

Student Panel:

• Upload handwritten or typed homework (PDF, DOCX, or image)

• Supports subjective (theory-based) and objective (MCQ, short answer) questions

• Instant AI-generated grades and feedback

• Suggestions for improvement and weak areas

• Visual analytics of performance over time

Teacher Panel:

• Add or manage assignments

• Set marking criteria (rubrics)

• View auto-graded submissions with manual override option

• Export grades and feedback

• Monitor individual and class-wide performance

Admin Panel:

• Manage users (teachers/students)

• Oversee assignment uploads and grading consistency

• Generate performance reports

• Flag errors in grading and feedback

Tech Stack

Workflow (Step-by-Step)

1. Assignment Submission

• Student logs in and uploads their homework (image, PDF, or typed).

• If it's an image, the OCR engine extracts text content for AI processing.

2. Preprocessing

• The AI engine classifies the type of question:

  • MCQ

  • Short Answer

  • Long Answer

• The extracted text is cleaned and preprocessed using NLP techniques.

3. AI-Based Evaluation

• Answers are compared to the model solution using:

  • Similarity metrics (e.g., cosine similarity, BLEU score)

  • Semantic understanding (BERT/GPT-based models)

• Objective questions are validated instantly.

4. Feedback Generation

• The AI produces personalized feedback on:

  • Missed concepts

  • Grammatical or conceptual mistakes

  • Suggestions to improve the answer quality

5. Results and Analytics

• Students receive:

  • Final grades

  • Score breakdown

  • Visual tips for improvement

• Teachers may review or override the grade

• Class-wide trends are shown in teacher/admin dashboard

Benefits

• Saves time for teachers by automating repetitive grading tasks

• Encourages real-time learning through instant feedback

• Improves fairness and consistency in grading

• Tracks learning outcomes and helps identify weak concepts