# Automated Resume Screening System (With Dataset)
A web app to help employers by analysing resumes and CVs, surfacing candidates that best match the position and filtering out those who don't.
## Description
Used recommendation engine techniques such as Collaborative , Content-Based filtering for fuzzy matching job description with multiple resumes.
## Prerequisites
# Software
* textract==1.6.3
* requests==2.22.0
* Flask==1.1.1
* gensim==3.8.0
* sklearn==0.0
* PyPDF2==1.26.0
* autocorrect==0.4.4
* nltk==3.4.5
* contractions==0.0.21
* textsearch==0.0.17
* inflect==2.1.0
* numpy==1.17.2
* pdfminer.six==20181108
* Python 3.6.0 |Anaconda 4.3.0 (64-bit)|
# Dataset
* Link1 : https://s3.ap-south-1.amazonaws.com/codebyte-bucket/Resume%26Job_Descriptions.zip
* Mirror : https://drive.google.com/open?id=17M9oDPip5JFFFNJhDCBQKy8BMqoyxajU
## Running localhost
* Run `pip install -r requirements.txt` to install dependencies
* Simply run this command from root directory.
* Login Username :admin
Password : whitetigers2018
```
python app.py
```
## Running using Docker
* Create the docker image running: `docker build -t arss .`
* Run the container: `docker run -it -p 5000:5000 arss`
## Author
# @CodeByte
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Automated-Resume-Screening-System:使用机器学习的自动简历筛选系统(带有数据集)
共45个文件
pdf:10个
docx:8个
py:7个
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2021-03-11
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自动简历筛选系统(带有数据集) 一个网络应用程序,可通过分析简历和简历,显示最适合该职位的候选人并筛选出不适合的人来帮助雇主。 描述 使用推荐引擎技术,例如基于内容的协作,基于内容的过滤,以模糊匹配具有多个履历的职位描述。 先决条件 软件 textract == 1.6.3 要求== 2.22.0 烧瓶== 1.1.1 gensim == 3.8.0 sklearn == 0.0 PyPDF2 == 1.26.0 自动更正== 0.4.4 nltk == 3.4.5 宫缩== 0.0.21 textsearch == 0.0.17 拐弯== 2.1.0 numpy == 1.17.2 pdfminer.six == 20181108 Python 3.6.0 | Anaconda 4.3.0(64位)| 数据集 链接1: : 镜像: : 运行本地主机
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收起资源包目录
Automated-Resume-Screening-System-master.zip (45个子文件)
Automated-Resume-Screening-System-master
.gitignore 1KB
contenfilter.py 5KB
Dockerfile 257B
templates
login.html 567B
index.html 4KB
result.html 4KB
requirements.txt 211B
CONTRIBUTING.md 4KB
LICENSE 1KB
static
demo.css 899B
analytics.js 35KB
js 62KB
geometry2.png 2KB
style.css 684B
paper.css 43KB
screen.py 6KB
Original_Resumes
Compliance
L Catterton SG - Compliance (PE)
Xander_Rohit Khandelwal_VP.pdf 118KB
PWC_Wong Zhong Ming_Senior Audit Associate.pdf 488KB
PWC_Olivia Peter_Regulatory Manager.pdf 90KB
Luminance Fund_Saleem Lalani_Research Associate.pdf 557KB
PWC_Penny Lim_Risk AM.pdf 318KB
Vickers Financial_Ryan Tang_Compliance Officer.pdf 202KB
Lion Global_Ivy Choo_Investment Compliance Assistant Manager.docx 128KB
UOB AM_Felyna Lee_Product AVP.pdf 169KB
Vertex Venture_Ocvia Freriana_Compliance Lead.pdf 14KB
Xander_Erwina Lau_Finance Compliance Executive.pdf 326KB
Phillip Capital_Loh Pei Shang_Compliance Manager.docx 28KB
Reliance AM_TasneemNasrulla_Compliance Officer.docx 20KB
Unity Group_Radhika Singh_Due Diligence Associate.docx 58KB
Zhongtai International_Jonathan Man_Compliance Manager.docx 19KB
180517_Vasanthi Kasinathan.docx 38KB
LT CV 201608.docx 25KB
CV-Gloria Cheng2018.doc 458KB
eFinancialCareers_TT - CV.DOCX 122KB
Resume --Rohini Prakash.pdf 624KB
Thumbs.db 14KB
README.md 1KB
text_process.py 3KB
String_Matching_Algorithms
KPM.py 2KB
TODO.md 556B
Job_Description
pedescription.txt 425B
oaktree.txt 3KB
app.py 4KB
pdf2txt.py 3KB
search.py 11KB
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