Live Link : https://career-path-recommender-system.onrender.com
🌟 Empowering the Future: The Role of Support in Education 🌟
Education is more than just a pathway to knowledge—it's the foundation that shapes our dreams and aspirations. For students, particularly those with ambitious goals like becoming doctors or entrepreneurs, the journey can be challenging. But with the right support, every obstacle becomes an opportunity.
As educators, parents, and mentors, our role is to be the guiding force behind these young minds. Whether it's through extra tutoring, offering encouragement, or simply believing in their potential, the impact of our support can be transformative.
Let's continue to champion education and provide the tools, resources, and encouragement that students need to excel. After all, when we invest in their success, we're not just shaping individuals—we're building a brighter future for us all.
In this project, I developed a comprehensive Career Path AI Recommender System designed to guide students toward their ideal careers. I began by gathering and analyzing detailed student data, encompassing academic performance, extracurricular activities, and career aspirations, to tailor the recommendations to each student's unique profile.
The project involved implementing a diverse range of machine learning algorithms, including Logistic Regression, SVC, RandomForestClassifier, KNeighborsClassifier, DecisionTreeClassifier, GaussianNB, AdaBoostClassifier, GradientBoostingClassifier, and XGBClassifier. I meticulously evaluated these models using accuracy metrics, classification reports, and confusion matrices to ensure that the system delivered precise and personalized career recommendations.
To enhance the model's performance, I applied data preprocessing techniques, feature engineering, and data balancing, ensuring the input data was optimized for accurate predictions. The recommendation system was built using a combination of HTML, CSS, JavaScript, and Python, resulting in an intuitive and user-friendly interface.
After successful implementation, I conducted extensive testing to validate the system's effectiveness in providing reliable career guidance, ultimately helping students align their academic and professional goals with their potential career paths.
This dataset contains information about students enrolled in an academy, including their personal details, academic scores, extracurricular activities, and career aspirations.
