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The "Textminds streamlines the process of handling textual data through its intuitive and feature-rich platform. The text extraction module enables users to seamlessly retrieve content from web pages, documents, and custom input, leveraging robust parsing algorithms to capture textual information accurately.

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nehaabc/text_summarizer

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Microsoft-Future-Ready-Talent-Virtual-Internship-Project

Project Title:

Textminds - Text Extractor, Conversion, and Summarizer

Project Details

Project Demo URL : https://textextractorsummrizer.azurewebsites.net/
Demo Video URL : https://drive.google.com/file/d/1cJ86jKosAB7uabzQ6XHd0tc3hkZOPeZs/view?usp=drive_link
Github Repository URL : https://github.com/nehaabc/text_summarizer.git
Industry : Lifestyle and Technology

Azure Services Used

Core Azure Services :
1. Azure App Service
2. Azure Databse for Cosmos DB

Azure AI Service
1. Azure AI Document Summarization
2. Azure AI Language and Chat Bot Service

Problem Statement

In today's digital age, the proliferation of textual information presents a significant challenge for users seeking to extract relevant insights efficiently. The sheer volume and diversity of textual data available across various sources can overwhelm users, hindering productivity and decision-making. Moreover, the need to distil complex information into concise summaries further complicates the process, requiring advanced tools and technologies to facilitate comprehension and analysis. Textminds addresses these challenges by offering a comprehensive solution for text extraction, conversion, summarization, and interactive user engagement, thereby empowering users to navigate and leverage textual data effectively.

Project Description

The "Textminds streamlines the process of handling textual data through its intuitive and feature-rich platform. The text extraction module enables users to seamlessly retrieve content from web pages, documents, and custom input, leveraging robust parsing algorithms to capture textual information accurately. Once extracted, users can leverage the conversion module to transform text into various formats, catering to different use cases and preferences. However, the true innovation lies in Textminds' summarization feature, which harnesses the power of Azure AI Document Summarization to distil lengthy documents into concise summaries. By identifying key themes, insights, and information, Textminds empowers users to grasp the essence of complex texts swiftly, facilitating informed decision-making and analysis.

Furthermore, Textminds enhances user interaction and accessibility through its integrated chatbot interface. Powered by Azure AI Language and Chat Bot Service, the chatbot enables natural language understanding, allowing users to communicate with the system intuitively. Whether seeking assistance, requesting summaries, or exploring functionalities, users can engage with Textminds effortlessly, fostering a seamless and enriching user experience.


Key Features :
  • Text extraction from various sources.
  • Conversion to multiple formats.
  • Advanced document summarization.
  • Interactive chatbot interface.
  • Scalable hosting on Azure App Service.
  • Global NoSQL database with Azure Cosmos DB.
  • Natural language interaction with Azure AI.
  • Integration with Azure services for optimization.
  • Agile development with Azure DevOps.
Future Enhancements :

In future updates, Textminds could enhance its capabilities by introducing multilingual support and customizable summarization settings. Integration with external APIs for additional text analysis, along with advanced chatbot features like context awareness, could improve user assistance. Collaborative summarization tools and machine learning-based models tailored to specific domains could enhance summary quality. Real-time collaboration, mobile app development, and improved security features would further elevate Textminds' utility and user experience.

Core Azure Services

Azure App Service :


The Textminds website is hosted on Azure App Service, ensuring scalability, reliability, and seamless deployment of updates. With built-in support for Node.js applications, Azure App Service provides a robust hosting environment for the Textminds platform.

Azure Databse for Cosmos DB :

Azure Cosmos DB is a globally distributed database service offering seamless scalability, low-latency data access, and support for multiple data models. It ensures high availability, automatic indexing, and comprehensive SLAs for performance and consistency. With built-in replication and multi-master replication, Cosmos DB enables efficient data management and global deployment for mission-critical applications.

Azure AI Service

Azure AI Service :

Azure AI Document Summarization: By integrating Azure AI Document Summarization, Textminds enhances its summarization capabilities, enabling users to obtain succinct and informative summaries of complex textual content. Leveraging advanced natural language processing (NLP) techniques, this service distils key insights from documents, enabling users to digest information quickly and effectively.

Azure AI Language and Chat Bot Service: Textminds incorporates Azure AI Language and Chat Bot Service to develop an interactive chatbot interface. This service enables natural language understanding (NLU), allowing the chatbot to interpret user queries, provide relevant responses, and offer assistance in navigating the Textminds platform, thereby facilitating seamless user interaction and engagement.

Other Azure Technologies / Services

In addition to the core and AI services, Textminds may leverage various Azure technologies to optimize performance, enhance functionality, and streamline development workflows. For instance, Azure Cognitive Services can augment natural language understanding capabilities, enabling Textminds to interpret and respond to user queries more accurately. Moreover, Azure DevOps provides a robust framework for continuous integration and deployment, facilitating agile development practices and ensuring the timely delivery of updates and enhancements to the Textminds platform.

Azure Monitor :

Real-time Performance Metrics : Monitors vital overall performance indicators, ensuring the application runs seamlessly.
Proactive Alerts : Issues immediately alerts on deviations from set overall performance thresholds, enabling fast responses to capability disruptions.

Azure Application Insights :

User Interaction Insights : Analyzes consumer behaviors, providing distinctive facts on trips and characteristic recognition.
Diagnostics Precision : Traces requests comprehensively, facilitating quick identity and determination of issues at each frontend and backend degrees.

Screenshots

Azure App Service

Description :

Azure App Service provides a scalable and reliable hosting environment for the Textminds - Text Extractor, Conversion, and Summarizer. It ensures seamless deployment and high availability, facilitating an optimal user experience.

azure-app-service


Azure Databse for Cosmos DB

Description :

This comprehensive project documentation outlines the process and methodologies involved in migrating a MongoDB database to Azure Cosmos DB within the Azure cloud ecosystem. The seamless transition from a traditional MongoDB setup to a globally distributed, multi-model database service like Azure Cosmos DB marks a strategic move towards scalability, global reach, and enhanced performance.


Azure AI Translator Service

Description :

Azure AI Translator Service is the engine behind the Textminds - Text Extractor, Conversion, and Summarizer's text summarization and conversion capabilities. It employs advanced natural language processing to deliver accurate and contextually relevant conversions.

azure-translator-ai-service


Working Live Project Display

Description :

Here I am attaching the final working website's screenshot for the reference.

Resource Visualizer

Final Project Statement

Textminds epitomizes innovation and efficiency, showcasing the seamless integration of Node.js, HTML, and CSS with Azure Cloud services to deliver a cutting-edge solution for text extraction, conversion, summarization, and interactive user engagement. By harnessing the power of Azure App Service, Azure Cosmos DB for MongoDB, and Azure AI Services, Textminds offers users a versatile and user-friendly platform for navigating and leveraging textual data effectively. Whether extracting content, converting formats, summarizing documents, or interacting with the chatbot, users can rely on Textminds to streamline their text processing workflows, empowering them to extract insights, make informed decisions, and unlock the full potential of textual information in the digital age. Textminds stands as a testament to the future of text processing, redefining how users interact with and derive value from textual data in an ever-evolving digital landscape.


Textminds - Text Extractor, Conversion, and Summarizer

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The "Textminds streamlines the process of handling textual data through its intuitive and feature-rich platform. The text extraction module enables users to seamlessly retrieve content from web pages, documents, and custom input, leveraging robust parsing algorithms to capture textual information accurately.

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