Course-Recommender
Qualichain H2020 Course Recommendation Module
Docker Installation
In order to install Course recommender use Docker and docker-compose.
docker-compose up -d --build
You can access Course Recommender from port 5000
Local Installation
- Install Requirements:
pip install -r requirements.txt - go to /app/views/ folder using this command:
cd /app/views - and then execute this command:
python -m flask run
Join Courses and Skills tables
Initially before running Course Recommendation module you should execute the following command in orded to have a merged table that contains Courses and Skills.
docker exec python join_tables_skill_courses.py
Recommendation API example usage
Recommendations combining ElasticSearch and clustering Functionalities
POST /recommend HTTP/1.1
Host: localhost:5000
Content-Type: application/json
{"source":{
"PersonURI":"http://somewhere/JohnSmith",
"Label":"CV1",
"targetSector":"IT",
"expectedSalary":"40K",
"Description":"It is a test CV",
"skills":[
{
"label":"Java",
"proficiencyLevel":"basic",
"SkillComment":"java programming language"
},
{
"label":"SQL",
"proficiencyLevel":"basic",
"SkillComment":"sql"
},
{
"label":"Python",
"proficiencyLevel":"basic",
"SkillComment":"python"
}
],
"workHistory":[
{
"position":"developer",
"from":"2019-01-01",
"to":"2020-01-01",
"employer":"QualiChain"
}
],
"Education":[
{
"title":"informatic engineering",
"from":"2015-09-01",
"to":"2019-01-01",
"organisation":"a",
"description":"a"
}
]
},
"source_type": "cv",
"recommendation_type": "courses"}
Recommendations using ElasticSearch Functionalities
POST /recommend_elk HTTP/1.1
Host: localhost:5000
Content-Type: application/json
{"source":{
"PersonURI":"http://somewhere/JohnSmith",
"Label":"CV1",
"targetSector":"IT",
"expectedSalary":"40K",
"Description":"It is a test CV",
"skills":[
{
"label":"Java",
"proficiencyLevel":"basic",
"SkillComment":"java programming language"
},
{
"label":"SQL",
"proficiencyLevel":"basic",
"SkillComment":"sql"
},
{
"label":"Python",
"proficiencyLevel":"basic",
"SkillComment":"python"
}
],
"workHistory":[
{
"position":"developer",
"from":"2019-01-01",
"to":"2020-01-01",
"employer":"QualiChain"
}
],
"Education":[
{
"title":"informatic engineering",
"from":"2015-09-01",
"to":"2019-01-01",
"organisation":"a",
"description":"a"
}
]
},
"source_type": "cv",
"recommendation_type": "courses"}
Recommendations using Clustering
POST /get_recommended_skills HTTP/1.1
Host: 127.0.0.1:5000
Content-Type: application/json
{
"Skills":
[{"SkillLabel":"Java"}, {"SkillLabel":"SQL"}]
}POST /get_recommended_courses HTTP/1.1
Host: 127.0.0.1:5000
Content-Type: application/json
{
"Skills":
[{"SkillLabel":"Java"}, {"SkillLabel":"SQL"}]
}