Course Recommendation System

Detailed report available here!

A system that will help in a personalized recommendation of courses for an upcoming semester based on the performance of previous semesters.

It will return top 5 recommended courses and their grades. Also it will return top 5 courses that are compared with ground truth.

$ node main.js
Go to the browser and browse http://localhost:3000/
Enter the student ID and Semester for which you want top 5 courses alongwith their the grades.

matrix_creation.py is used to import the data into different models. Used as an import file.

Packages need to be installed: LightFM, sklearn, theano, pandas, numpy, scipy, npm (express, body-parser and ejs modules for nodejs).

Name		Name	Last commit message	Last commit date
Latest commit History 94 Commits
.ipynb_checkpoints		.ipynb_checkpoints
Xtra		Xtra
node_modules		node_modules
views		views
Plots_Data_Distribution.ipynb		Plots_Data_Distribution.ipynb
Readme.md		Readme.md
Report.pdf		Report.pdf
auto_enc.py		auto_enc.py
hmf_warp_log.py		hmf_warp_log.py
item.py		item.py
json_creation.py		json_creation.py
main.js		main.js
matrix_creation.py		matrix_creation.py
matrix_creation.pyc		matrix_creation.pyc
package-lock.json		package-lock.json
package.json		package.json
subj_id_mapping.txt		subj_id_mapping.txt
subj_sem_mapping.txt		subj_sem_mapping.txt
train_dic.pkl		train_dic.pkl
train_dic_with_sem.pkl		train_dic_with_sem.pkl
user.py		user.py

shrebox/Course-Recommendation-System