GenAI_SB Download - GenAI_SB Source code download

GenAI_SB

AI Source Code

1.0.0

Download

`Inquisitive:` AI Powered Multilingual Question Generator

This repository contains a Generative AI project created using Gemini API.
It is a simple multilingual AI powered questions generator based on the news article provided.
Project is developed under the Generative AI Applications using Vertex AI course by SmartBridge in collaboration with Google.

Problem Statement

Our client, NewsSphere, is a leading news organization dedicated to expanding its global reach and enhancing audience engagement. With a vast amount of content published daily in multiple languages, the organization faces the considerable challenge of manually creating quizzes and assessments for each article. This process is not only time-consuming but also prone to inconsistencies across different languages and cultural contexts.

Our Solution

Objective:

Develop an AI-driven question generator for client to create relevant questions across multiple languages.

Scope:

Implement language detection, translation, and question generation using Generative models and Machine translation services.

Approach:

User Input: User submits a news article in any language.
Language Detection: The app utilizes the Translation API to detect the language of the submitted content.
Translation to English: If the content is not in English, the app translates it into English using the Translation API.
Question Generation: The app calls the Gemini API to generate diverse and contextually relevant questions based on the English version of the news article.
Translation Back: The generated questions are translated back into the original language of the news article using the Translation API.
Output: The app presents the questions in the original language to the user.

Implementation

Website:
Demo Input:
Multilingual Abilities:

Impact

Automated Language Detection and Translation:
- Provides automated language detection, seamless translation, and generation of contextually appropriate questions.
Cultural Sensitivity and Accuracy:
- Ensures cultural sensitivity and accuracy across multiple languages.
- Adapts to linguistic nuances and cultural contexts, enhancing the relevance and appropriateness of generated questions.
Streamlined Quiz Creation:
- Streamlines the quiz creation process, making it faster and more efficient for content creators.
Enhanced User Engagement:
- Enhances user engagement by providing interactive and relevant questions that resonate with a global audience.
- Encourages users to explore news content more deeply through engaging and thought-provoking quizzes.
Improved Efficiency and Accuracy:
- Reduces the workload on content creators, allowing them to focus on curating and delivering impactful news content.

Tech-Stack

Python
Streamlit (python)
Langdetect (python)
Gemini API

Installation

Clone Repository:

git clone https://github.com/Bbs1412/GenAI_SB

cd GenAI_SB

Create and activate python environment:
```
python -m venv env

.envScriptsactivate
```
Install the required libraries:
```
pip install -r requirements.txt
```
Generate Gemini-API key.
Create a file 'api.env' in current directory and save the API-key in it:
```
PALM_API_KEY="your_key"
```
Run the app:
```
streamlit run app.py
```