This is the way: A unique Course Recommendation Approach

Medium stories:

Folders and usage:

AIN311_Project/DataFormatCreator/ is for creating the sentence and course columns from the course outcome files.
AIN311_Project/LabeledDatasets/ includes tagged skill entities related to ML and AI with BIO tagging schema.
AIN311_Project/NER/ includes a demo for NER BERT model. For understanding purposes
AIN311_Project/Recommender/ final version of the recommendation system. Results at the end of the notebook. Used model "course.model" is from AIN311_Project/word2vec_model/
AIN311_Project/linkedin_profile_links/ includes txt files with specific areas. For getting skills like ML_url.txt ,"ML engineer" query used in Linkedin and scraped profiles mostly from high tech companies in Silicon Valley.
AIN311_Project/skills/ includes engineers' skills as csv format. For reading a clean version of the csv, you can check the notebooks like recommenders,word2vec_model.
AIN311_Project/titw_recommender/ notebook for the first trial of This is the way: a Recommendation System.
AIN311_Project/udemy_course_links/ includes a list of 15 courses for the specific area.
AIN311_Project/udemy_course_outcomes/ after using the course links, scraped the outcomes of the provided courses.
AIN311_Project/word2vec_model/ word2vec model for skills and courses. Skills are not used, but the course model is used in the Recommender and includes important parts affecting the whole system.

Result: If you want to check course links and detailed version of image, go to AIN311_Project/Recommender/

Adem Baran Orhan

Erdem Korhan Erdem