This Natural Disaster Management System Project in Django was created based on python, Django, and SQLITE3 Database. A disaster management system (DMS) is a database that collects and reports data about natural disasters. In the event of a natural disaster, residents in the affected region can report the incidence. This occurrence can be recorded in a database and reported to government officials so that proper accident prevention measures can be taken.

• Disaster Management
• Django Project
• Natural Disaster Reporting

Scholar placement is a crucial aspect of academic institutions, impacting admissions. Institutions enhance placement departments to bolster this process. This paper analyzes historical student data to predict placements, presenting a recommendation system employing Naive Bayes and K Neighbors algorithms to increase efficiency. The system aids in identifying potential students for skill improvement.

• Academic Placement
• Predictive Analytics
• Recommendation System

In recent years, rising interest in online education, including MOOCs and SPOCs, has brought forth challenges like student engagement and performance prediction. This review covers cutting-edge research on using machine and deep learning to predict online learners’ outcomes, categorizing features, strategies, and evaluation metrics while addressing challenges and limitations.

• Learner Performance Prediction
• Machine Learning in Education
• Online Education

Generating realistic faces from sketch images or textual descriptions is a fundamental challenge in computer vision due to the limited facial details in sketches. this has a face hallucination problem. It involves an image translation network utilizing adversarial networks to enhance facial attribute accuracy. It combines sketch images and attribute features perceptually, distinguishing it from most attribute-embedded networks. network comprises a feature extractor and down-sampling/up-sampling networks, using skip-connections to reduce layer complexity while maintaining performance. The discriminator assesses attribute presence in generated faces. This approach outperforms current image translation methods.

• Adversarial Networks
• Computer Vision
• Image Translation

In this study, we introduce a novel approach, the Multi-Stream Adaptive Graph Convolutional Neural Network (MS-AAGCN), for skeleton-based action recognition. It addresses previous issues by dynamically learning graph topology and incorporating second-order skeleton data information. The model’s adaptability enhances generality and accuracy, outperforming existing methods on NTU-RGBD and Kinetics-Skeleton datasets.

• Graph Convolutional Neural Network
• NTU-RGBD Dataset
• Skeleton-based Action Recognition

Today we are going through a period of lock-down which the people of India have never seen before, for such a long time. In such a situation, in the era of this technology and the Internet, anyone likes to spend their free time in front of the digital screen, where they have many options to see. The ever-increasing viewership of the OTT video streaming services and the big star’s inclination towards this platform justifies this. Today, the time we spent looking at our screens has increased immensely. As the cinema halls shut and film release has been suspended amid nationwide, this technological shift by internet has created a new kind of viewing experience and that might end up changing the collective movie watching experience in cinema hall which result in dent in the footfall whenever the screens open again.This change in viewing experience created by OTT has a greatest fear for cinema hall owners. The OTT platform we introduce has given the chance to viewers a full entertainment and to comment and rte a video they watched. The Project has been built on MERN stack technology where React is used foor frontend and Nodejs with Express framework is used as Backend.

• Lockdown Impact
• MERN Stack Technology
• OTT Revolution

The Beauty Parlor Management System is a comprehensive software, automating beauty parlor management. It offers online scheduling, customer and staff management, invoice generation, sales tracking, online payments, and stock management. Admin oversees all. It simplifies appointment scheduling, tracks sales and purchases, enhancing customer experience and business efficiency. Built with modern web technology for accessibility, it’s an invaluable tool for salon and spa owners.

• Beauty Parlour Management
• Business Efficiency Tools
• Salon and Spa Software

People search for homes for rent or leases. Some people will not be having the idea of exactly where the houses are present for rent or lease. To solve these problems, the home renting system will be of great help. It will allow the users to search for the homes of their choice that are present in the region of their choice. This will result in transparency. There will be direct contact with the person who will be giving the house for rent and the customers. There will be no middle men involved in this Matter.Online House rental portal is a web page where house owners, administrators, and customers can exchange information effectively and inexpensively. The main aim of this system is to list the houses for rent/sale/lease and the users looking for a place to rent/sale/lease could find the details of the house. It shows the information like price, image and detailed description of the house.

• House Rental System
• Online Housing Portal
• Real Estate Management

 A social media platform is a digital tool that allows users to connect with friends, family, and others with similar interests or affiliations. These platforms typically allow users to create a profile, share content such as photos, videos, and text updates, and interact with others through features such as likes, comments, and messaging. Social media platforms may also include features such as groups, events, and live video to facilitate communication and connection. to create a successful social media platform, it is important to focus on providing a user-friendly experience and a variety of features that facilitate connection and engagement. The platform should be easy to navigate and use, and should provide a range of options for sharing and interacting with others. This may include features such as the ability to create and share posts, send private messages, and join or create groups or events.

• Digital Connectivity
• Social Media Platforms
• User Engagement

This application provides a feature to book hotel rooms. Different categories of hotels are available in this site for booking .As per the features provided and depending other factors there would be variation  in prices. Hotels with different price range is there for selection. By using this application, customer can easily book hotels without any effort.

Module Description

• Hotel Booking Application
• Hotel Price Variation
• Online Hotel Reservations