AI Based Career Guidance System using Python ML

The AI-Based Career Guidance System is a web-based application developed using the Django framework and integrated with a machine learning model. The system evaluates users based on multiple parameters such as interest, skills, aptitude, personality traits, and work preferences. By processing user responses through a trained ML model, the system predicts the most suitable career option, helping users make informed career decisions.

Below is the Key features of this project:

• User Registration and Authentication
  Allows users to securely register, log in, and manage their profiles.
• Online Career Aptitude Test
  Provides a structured questionnaire to assess interests, skills, aptitude, personality, and work preferences.
• Machine Learning-Based Career Prediction
  Uses a trained ML model on a CSV dataset to generate accurate and data-driven career recommendations.
• Separate Result Display Page
  Displays career recommendations on a dedicated result page for better clarity and user experience.
• Career Result History Management
  Stores past test results, allowing users to view and delete their career history.
• Profile Management
  Enables users to update personal details and change passwords securely.
• User-Friendly Interface
  Provides a clean and interactive interface for easy navigation and better usability.
• Secure Data Handling
  Ensures user data and test results are stored safely in the database.

The AI-Based Career Guidance System aims to assist students in identifying suitable career paths by combining intelligent data analysis with an easy-to-use web platform, thereby reducing confusion and improving career planning efficiency.

 Technologies Used

• Programming Language: Python

• Machine Learning: Scikit-learn

• Libraries: NumPy, Pandas, Matplotlib, Seaborn

• Algorithms Used:

  • Logistic Regression

  • Random Forest

  • Decision Tree

  • Support Vector Machine (SVM)

• Dataset: AI-based Career Recommendation  Dataset

• Frontend : HTML, CSS, Bootstrap

• Backend : Django

 Who Can Use This Project?

• BCA / MCA Final Year Students

• B.Tech / M.Tech (CSE / AI / ML) Students

• Healthcare AI Researchers

• Machine Learning Learners

• College Mini & Major Projects

 What You Get

 Complete Source Code
 Machine Learning Model
 Dataset
 Project Report (PDF/DOC)
 PPT Presentation
 Installation & Execution Guide
 Free Support for Setup