prasadbobby commited on
Commit
796f085
1 Parent(s): fabc63c

Add application file

Browse files
Files changed (1) hide show
  1. README.md +0 -26
README.md DELETED
@@ -1,26 +0,0 @@
1
- # Resume Screening App
2
- This app is built for employers looking for candidates against a particular job description. This app looks into outputing a x% percent similarity score given the resume of the candidate and a job description.
3
-
4
- App deployed on [Streamlit Community Cloud](https://soumee2000-applicant-tracking-system-application-tqrpm0.streamlit.app/)
5
-
6
- ## Intuition:
7
- 1. Get [context-aware BERT Embeddings](https://towardsdatascience.com/nlp-extract-contextualized-word-embeddings-from-bert-keras-tf-67ef29f60a7b) or [document doc2vec embeddings](https://cs.stanford.edu/~quocle/paragraph_vector.pdf) for Resume and Job Description.
8
- 2. [Hugging Face](https://huggingface.co/sentence-transformers/bert-base-nli-mean-tokens) Library was very useful alongwith doc2vec or nltk
9
- 3. Get their [cosine similarity](https://developers.google.com/machine-learning/clustering/similarity/measuring-similarity)
10
-
11
- ## Workflow:
12
- <img src = "https://github.com/SOUMEE2000/Applicant_Tracking_System/blob/main/Demo/Workflow.png">
13
-
14
- ## Interface
15
- <img src = "https://github.com/SOUMEE2000/Resume_Scanner/blob/main/Demo/Interface.png" height=400>
16
- <img src = "https://github.com/SOUMEE2000/Applicant_Tracking_System/blob/main/Demo/Interface_Results.png" height = 400 width = 800>
17
-
18
- ## Usage
19
-
20
- ```
21
- pip install -r requirements.txt
22
- ```
23
- **Run**: ``` streamlit run application.py```
24
-
25
-
26
-