The Resume-Based Interview Preparation Tool is a software application designed to streamline the interview process by helping interviewers generate relevant and meaningful questions based on a candidate's resume or portfolio page.
This tool aims to make interviewers' jobs easier and improve the quality of interviews by focusing on deeper and more insightful inquiries.
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Resume Analysis: The tool allows interviewers to upload a candidate's resume or portfolio page, which is then analyzed to extract relevant information.
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Question Generation: Based on the resume content, the tool generates a set of interview questions designed to delve into the candidate's qualifications, experience, and skills.
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Question Relevance: The tool identifies and organizes questions that are pertinent to the candidate's resume, ensuring that the interview process is more effective and efficient.
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Customization: Users can tailor the generated questions to their specific needs or preferences, allowing for personalized interview preparation.
bert-small-uncased-whole-word-masking-squad-int8-0002
is supported by this program.- This is a small BERT-large like model distilled and quantized to INT8 on SQuAD v1.1 training set from larger BERT-large model (bert-large-uncased-whole-word-masking) provided by the Transformers library) and tuned on SQuAD v1.1 training set.
- Tokenization occurs using the BERT tokenizer and the enclosed vocab.txt dictionary file. Input is to be lower-cased before tokenizing.
- However, the model is very limited and sensitive for the input. Please put appropriate format and amount of input later. Otherwise, the algorithm will not be able to find it.
- For more information, refer to the Input section of BERT model documentation.
- Planning to support more models for stability!
- Python 3
- Install required packages (list them in a requirements.txt file)
- Clone this repository to your local machine:
git clone https://github.com/serinryu/interviewhelper_openvino.git
- Install the required dependencies:
pip install -r requirements.txt
usage: resume_interview_tool.py [-h] -i INPUT
Options:
-h, --help Show this help message and exit.
-i INPUT, --input INPUT Required. URL to a page with context
python3 resume_interview_tool.py -i https://dynamicfolio.vercel.app
You should input the candidate's resume or portfolio page and type the questions.
python3 resume_interview_tool.py -i https://dynamicfolio.vercel.app
Write a question (q to exit): Tell me one of your projects bulit with Java.
Answer: (.....)
Score: 0.99
Time: 0.14s
Sample questions:
- Which tech stack do you have?
- When you interned at Intel in 2023, what were your primary responsibilities and tasks?
- Did you receive any academic awards or honors in high school for outstanding grades?