apna.ai 🤖

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Project Overview

Apna.ai is an ongoing project aimed at revolutionizing the job search & hiring experience with cutting-edge AI technologies.

Key Features (Temp UIs for Phase 1)

1. Resume Ranker 🚀 Resume Ranker
   Author: Badal

   Description: Upload your resume and discover your ranking among other applicants for the job.

2. Resume-AI 🤖 Resume-AI
   Authors: Badal & Yashwanth

   Description: Upload your resume and receive AI-generated recommendations and answers to your queries.

3. Chatbot (under construction) 🤖 Chatbot
   Author: Keerthi & Badal

   Description: An interactive chatbot to provide updates on job trends, markets, and other relevant information.

4. ATS+AI (under construction) 🤖 Coming Soon

   Author: Akshaya & Badal

   Description: An interactive chatbot to provide updates on job trends, markets, and other relevant information.

Database Architecture

erDiagram
    USERS ||--o{ EMPLOYERS : has
    USERS ||--o{ JOBSEEKERS : has
    USERS ||--o{ FACT_TABLE : records
    EMPLOYERS ||--o{ CURRENT_JOB_OPENINGS : posts
    JOBSEEKERS ||--o{ APPLICATIONS : applies
    CURRENT_JOB_OPENINGS ||--o{ APPLICATIONS : receives
    CURRENT_JOB_OPENINGS ||--o{ FACT_TABLE : records
    APPLICATIONS ||--o{ FACT_TABLE : contains
    JOBSEEKERS ||--o{ FACT_TABLE : recorded_in
    FACT_TABLE ||--o{ APPLICANTS_RATING_DATA : rates

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Backend and APIs

✨ Custom Gemini Response

Base URL: https://gogemini.onrender.com

• Endpoint: /generate
• HTTP Method: POST

{
    "prompt": "I am Badal"
}

📈 Resume Rank Calculator

Base URL: https://resume-scorer-fastapi.onrender.com

• Endpoint: /rank
• HTTP Method: POST

{
    "score": "7.7"
}

📝 Resume - Job Description Scorer

Base URL: https://resume-jobdes-scorer.onrender.com

• Endpoint: /similarity
• HTTP Method: POST

{
    "string1": "Help me out",
    "string2": "Please, help me out"
}

⚡ Quick Actions on Applicants Rating Data

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /add_data_to_applicants_rating_data
• HTTP Method: POST

{
    "Id": "103"
}

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /delete_data_from_applicants_rating_data/<int:Id>
• HTTP Method: DELETE

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /update_data_from_applicants_rating_data/<int:Id>
• HTTP Method: PUT

{
    "Id":1001,
    "Name":"Badal" 
}

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /get_data_from_applicants_rating_data
• HTTP Method: GET

🚀 Quick Actions on Current Job Openings Data

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /add_data_to_current_job_openings
• HTTP Method: POST

{
    "Job_id": "118"
}

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /delete_data_from_current_job_openings/<int:id>
• HTTP Method: DELETE

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /update_data_from_current_job_openings/<int:id>
• HTTP Method: POST

{
    "Job_id":117,
    "Company": "belikebadal"
}

Base URL: https://db-crud-fastapi.onrender.com

• Endpoint: /get_data_from_current_job_openings
• HTTP Method: GET

🌐 Dedicated Backend Server: https://apna-ai-wsfp.onrender.com/

• Endpoints
  • '/users', methods=['POST']
  • '/users/<int:user_id>', methods=['DELETE']
  • '/users/<int:user_id>', methods=['PUT']
  • '/upload', methods=['POST']
  • '/applications', methods=['POST']
  • '/applications', methods=['POST']
  • '/applications/<int:application_id>', methods=['DELETE']
  • '/applications/<int:application_id>', methods=['PUT']
  • '/employers', methods=['POST']
  • '/employers/<int:employer_id>', methods=['DELETE']
  • '/employers/<int:employer_id>', methods=['PUT']
  • '/fact_table', methods=['POST']
  • '/fact_table/<int:fact_id>', methods=['DELETE']
  • '/fact_table/<int:fact_id>', methods=['PUT']
  • '/jobseekers', methods=['POST']
  • '/jobseekers/<int:jobseeker_id>', methods=['DELETE']
  • '/jobseekers/<int:jobseeker_id>', methods=['PUT']

Tech Stack 💻

Frontend 🎨

• Next.js: A React framework for building server-side rendered (SSR) and statically generated web applications. It provides a great developer experience with features like file-based routing, API routes, and built-in support for CSS and TypeScript.

Backend ⚙️

• Flask: A micro web framework for Python based on Werkzeug and Jinja2. It is lightweight and easy to use, making it ideal for building small to medium-sized web applications and APIs.
• FastAPI: A modern, fast (high-performance), web framework for building APIs with Python 3.7+ based on standard Python type hints. It is designed for building APIs quickly and efficiently, with automatic interactive documentation.

Natural Language Processing (NLP) 📚

• NLP: The project utilizes various NLP techniques to process and analyze natural language data. This can include tasks like text classification, sentiment analysis, and entity recognition.

Libraries and Services 📦

• LangChain: A library for building language model applications that can chain together multiple steps involving different types of computations or transformations on text.
• Google Gemini API: An API provided by Google for accessing advanced language models and NLP tools to enhance the application's language processing capabilities.
• dotenv: A module that loads environment variables from a .env file into process.env. This helps manage configuration and secrets securely.