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Education Thesis

Use Cases in Education

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Education Use Cases
AI-Driven Disaster Management
Brief description
This use case addresses the problem of lack of proper response and relay mechanisms when disasters hit India. The proposed solution is a centralised disaster response and inventory management system that uses AI to predict and manage disaster responses effectively.
Development stage
Research
Target industry
Public Safety and Emergency Services
TechToolsPackage GPT for AI/ML Projects
Brief description
This use case addresses the problem of students aspiring to do AI/ML projects but lacking the necessary information and infrastructure. The proposed solution is to create a TechToolsPackage GPT that can analyze their project requirements and suggest available, cost-effective compute resources and APIs available in India for their projects.
Development stage
Research
Target industry
Education and Technology
Climate Resilient Agriculture
Brief description
The use case addresses the problem of making agriculture in India resilient to climate change. The proposed AI-based solution is to build a tool that maps farmer agri practices to hyperlocal climate and other data. This will help in building more relevant and accurate prediction models.
Development stage
Research
Target industry
Agriculture
Voice-Enabled Health Summaries
Brief description
The use case is addressing the problem of converting digital records of patient health summaries into speech. The AI-based solution is a digital health summary. The technology or approach used is still in the MVP stage. The domain/track is Health.
Development stage
MVP
Target industry
Healthcare
Conversational Health Data Gathering
Brief description
This use case addresses the problem of collecting patient health information. The AI-based solution, Conversational Health Data Gathering, employs ASR technology to facilitate the collection of patient health information through natural dialogue. The project is currently in the pilot stage and falls under the Health domain.
Development stage
Pilot
Target industry
Healthcare
Skillset Mapping and Opportunity Matching
Brief description
This use case addresses the problem of college students and working professionals not getting enough opportunities and resources to showcase their skillsets. The solution is to create a map of every individual’s skillsets and interests, map opportunities on the other end and match the two. Through results of their interaction, add to individual’s skill and review of the opportunity.
Development stage
Idea
Target industry
Education
AI for Accessibility: Voice-Activated Internet Agents
Brief description
Working on AI for accessibility- using LLMs as LAMs and make them perform actions on the internet - entirely open source alternative to silicon valley’s some of the most well funded startups. Agents will become first class citizens on the internet. Imagine saying a task in voice and getting it done in front of you over your own browser. I think this will unlock massive value not only in terms of productivity but also accessibility as well
Development stage
Production
Target industry
Health
No-Code AI Automation
Brief description
Process automation using No-code AI tool builder. Back-office or Niche departments often rely on excels and manual work leading to inefficiencies and unnecessary work. Existing automation tools are hard to setup and require elementary level of familiarity with the tool. Using my product, a back-office staff can describe their problem and existing solution to the AI. The AI will generate an app that automates their task specific to that problem and host it on the cloud or on-prem basis user preferences.
Development stage
MVP
Target industry
All industries with back-office operations
MythoLearn: Interactive Learning through Mythology
Brief description
The use case is addressing the problem of creating an engaging and educational platform for kids. The proposed solution is a multi-modal gen AI app that incorporates mythological stories of India. The app will feature age-appropriate stories with voice bot integration, mazes with blockers as mentioned in stories, interactive puzzles, fun quizzes, and guided art activities.
Development stage
Idea
Target industry
Education
On-Device Multimodal LLM for Diagnostic Assistance
Brief description
This use case explores the viability of using an On-Device Multimodal LLM for assisting doctors in their diagnosis using their own database of previous users and the patient history. The AI-based solution involves adding tools to perform longitudinal analysis with the imaging data and identify novel biomarkers. This secure, local approach leverages the data of a hospital/clinic to provide new and more accurate insights. An end-to-end solution like this could help in diagnostic accuracy and help make better decisions.
Development stage
Research
Target industry
Healthcare
Harmony: AI for Indian Classical Music
Brief description
This use case addresses the problem of analysis and synthesis of Indian Classical Music. The AI-based solution uses a combination of neural and symbolic processing to analyze and synthesize Indian Classical music. Certain parts are done in traditional speech processing for recognition and analysis of audio signals. Some of them are done using symbolic processing for generating & synthesizing notes. Finally some neural (transformer/latent diffusion based models) for parsing and synthesizing audio.
Development stage
Pilot
Target industry
Education
AI Copilot for Teachers
Brief description
AI Copilot for teachers to reduce manual work involved in managing students so they can concentrate more on teaching. One use case is to use AI to check and score subjective exam papers. For this OCR technology and GPT intelligence will be used. It reduces the manual overhead of teachers.
Development stage
Research
Target industry
Education
Smart Learning for All
Brief description
Working on GenAI for a use case on Smart Learning for all. Using Gemini for smart learning through different types of tools - Using Socratic style, with Text and Voice based inputs and outputs and also with choice of the language of users choice. This is also implemented with specific hardware for Autistic children.
Development stage
MVP
Target industry
Education
AI Thought Organizer
Brief description
The use case is addressing the problem of organizing thoughts and tasks for users. The solution is an AI-based knowledge management assistant that uses LLMs to classify topics and generate summaries, helping users visualize and query their thoughts and tasks better.
Development stage
Research
Target industry
Productivity Tools
AI for Bharat's Youth Skill Building
Brief description
The use case addresses the problem of skill building for Bharat's youth using AI. The AI-based solution is a platform that can teach people in their language, at their level and help them overcome their learning challenges.
Development stage
Idea
Target industry
Education
Social Life Manager
Brief description
This use case addresses the problem of managing social life by understanding a person's journey and connecting them to relevant coaches, social events, and groups to enhance their progress. The AI-based solution involves analysing the person's personality and values according to their interaction with the app, based on human behaviour and principles of psychology. It maintains a database of expert coaches and social events, and dynamically connects the user with the people and events from the database depending on where they are in their journey.
Development stage
Research
Target industry
Mental Health
Smart Mentor
Brief description
Psychological disorders identification and mentoring among college students using Smart Mentor - a chatbot for psychology disorders identification and mentoring
Development stage
Research
Target industry
Mental Health
AI Chatbot for Climate-Smart Agriculture
Brief description
This use case addresses the challenges faced by small and marginal farmers in India due to climate change, resource constraints, and information gaps. The AI-based solution involves a WhatsApp-based AI chatbot that provides real-time weather updates, crop advisory services, disease and pest management, soil health management, climate change adaptation, market information, and personalized recommendations. The chatbot is designed to be user-friendly, accessible, and communicates in local languages.
Development stage
Idea
Target industry
Agriculture
Who is most impacted
GenAI Financial Assistant
Brief description
GenAI based financial assistant that allows people to ask the most basic questions around investing, but also allows them to find products to invest in. Financial literacy levels are extremely low in India, and while there's a growing number of investors in the market, there's little to no guidance given to them. We're working to bridge that divide and help people invest better. The the 100s of millions of investors coming in to the market, there's only one solution to address the problem and that is using AI. The scale of users simply cannot be addressed through manual means. We are building a GenAI based solution to allow people to have a conversation about their financial needs and be better informed while making a decision.
Development stage
Production
Target industry
Finance
AI Therapist
Brief description
AI persona of therapists
Development stage
Idea
Target industry
Mental Health
Mood Translator
Brief description
Translate language of clients & understand their mood swings
Development stage
Idea
Target industry
Mental Health
AI Mood Detector
Brief description
The use case is addressing the problem of mood detection. The AI-based solution involves an interactive game where the AI asks the user to perform certain tasks such as drawing or coloring. The AI then analyzes the user's concentration level during the game to deduce their mood. The idea is currently in the idea stage and falls under the domain of Mental Health.
Development stage
Idea
Target industry
Healthcare
Solar Sentinel
Brief description
Monitoring solar panels in real-time to detect faults and anomalies for optimal performance and maintenance of solar PV systems. The solution involves using computer vision technology for real-time monitoring of solar panels to detect faults and anomalies.
Target industry
Renewable Energy
Who is most impacted
solar energy companies and maintenance teams
Solar Energy Predictor
Brief description
Predicting solar energy generation based on weather conditions and historical data for efficient grid management and energy trading. The AI solution leverages machine learning algorithms to analyze weather data, historical energy production, and other relevant factors to predict solar energy generation with high accuracy.
Target industry
Energy
Who is most impacted
grid operators, energy traders, renewable energy developers
Solar PV Performance Optimization
Brief description
The use case addresses the problem of optimizing the performance of solar PV plants by detecting anomalies and issues in real-time. This is achieved by monitoring various parameters like panel temperature, voltage, and current. The AI-based solution involves using computer vision algorithms to analyze images and videos for anomaly detection in solar PV plants.
Target industry
Energy
Who is most impacted
Solar PV plant operators
EcoData - Energy Optimization for Data Centers
Brief description
Optimizing energy consumption in data centers in India to reduce operational costs and environmental impact using predictive analytics
Target industry
Information Technology
Who is most impacted
data center operators, energy providers, and environmental organizations
AI for Agriculture: Predictive Crop Yield
Brief description
This use case addresses the problem of improving crop yield prediction for farmers in India. The uncertainties caused by weather conditions, soil quality, and pest infestations pose a significant challenge. The AI-based solution involves utilizing machine learning algorithms to predict crop yields based on historical data and environmental factors.
Target industry
Agriculture
Who is most impacted
farmers, agricultural experts, government agencies
AI-Optimized Hospital Resource Allocation
Brief description
This use case addresses the problem of improving healthcare services by optimizing hospital resource allocation and scheduling. The AI-based solution uses predictive analytics and machine learning algorithms to forecast patient admissions, allocate resources efficiently, and optimize scheduling to reduce wait times. The next steps include implementing the AI solution in more healthcare facilities, gathering feedback, and making necessary adjustments for full-scale deployment.
Target industry
Healthcare
Who is most impacted
hospitals, healthcare providers, patients
AI-Powered Personalized Recommendations
Brief description
This use case addresses the problem of enhancing customer experience in the e-commerce industry by providing personalized product recommendations. The AI solution uses collaborative filtering and natural language processing (NLP) to analyze customer behavior and preferences. It then generates personalized product recommendations based on this analysis.
Target industry
E-commerce
Who is most impacted
e-commerce companies and their customers
Real-time Misinformation Detection
Brief description
Addressing the issue of misinformation and fake news spreading rapidly on social media platforms, leading to confusion and distrust among users. The solution utilizes Natural Language Processing (NLP) to analyze and detect misinformation in real-time.
Target industry
Social Media
Who is most impacted
social media users, content creators, platform administrators
CyberGuard: AI Shield Against Online Harassment
Brief description
This use case addresses the problem of online harassment and cyberbullying, which can have severe psychological impacts on victims. The solution involves implementing a machine learning model that can identify and filter out abusive language and harmful content in real-time. The model uses sentiment analysis and keyword detection to flag and remove offensive posts before they reach the intended target.
Target industry
Social Media and Online Platforms
Who is most impacted
social media users, victims of harassment, platform moderators
Telecom Churn Predictor
Brief description
Predicting customer churn in the telecom industry to prevent revenue loss using machine learning algorithms
Target industry
Telecommunications
Who is most impacted
telecom companies and their customers
Legal Document Classifier
Brief description
Automating document classification for a legal firm. The problem involves sorting and categorizing legal documents based on content and relevance. The solution utilizes natural language processing (NLP) to analyze the text of legal documents and classify them into predefined categories.
Target industry
Legal
Who is most impacted
Legal professionals and support staff
AI-Enhanced E-commerce Personalization
Brief description
This use case is addressing the problem of enhancing personalized recommendations in e-commerce by improving the accuracy and relevance of product recommendations for online shoppers. The AI-based solution employs collaborative filtering algorithms and customer behavior analysis to generate personalized product recommendations based on past purchases, browsing history, and preferences.
Target industry
E-commerce
Who is most impacted
e-commerce platforms and customers
AI-Powered Customer Service in Banking
Brief description
The use case addresses the problem of improving customer service in the banking sector. The problem is to reduce wait times and provide personalized assistance. The AI-based solution involves implementing a chatbot powered by Natural Language Processing (NLP) to handle customer queries, provide instant responses, and escalate complex issues to human agents. The chatbot can also analyze customer data to offer personalized recommendations and solutions.
Target industry
Banking
Who is most impacted
bank customers and customer service representatives
AI-Optimized Healthcare Operations
Brief description
This use case addresses the problem of enhancing healthcare services by optimizing hospital operations and improving patient care. The solution involves deploying a predictive analytics system that uses Machine Learning algorithms to forecast patient admissions, optimize staff schedules, and allocate resources efficiently. The system can also analyze patient data to identify high-risk individuals and provide personalized treatment plans.
Target industry
Healthcare
Who is most impacted
healthcare providers, patients, hospital administrators
Synthetic Data Generation with GANs
Brief description
The use case addresses the problem of generating synthetic data for training machine learning models, which is a time-consuming and resource-intensive process. The AI-based solution involves using generative adversarial networks (GANs) to create synthetic data that closely resembles real data.
Target industry
AI and Machine Learning
Who is most impacted
data scientists, machine learning engineers, and researchers
Text-to-Image Synthesis
Brief description
The use case addresses the problem of text-to-image synthesis, which involves generating realistic images from textual descriptions. The AI-based solution utilizes NLP and computer vision techniques to address this problem.
Target industry
Computer Vision
Who is most impacted
graphic designers, content creators, researchers
AI-Powered Virtual Assistants for Employee Support
Brief description
This use case addresses the problem of employees spending a significant amount of time on repetitive tasks and queries that can be automated. The solution is to develop AI-powered virtual assistants to automate tasks and provide support to employees.
Target industry
Corporate Services
Who is most impacted
Employees
Predictive Maintenance
Brief description
Predicting equipment failures to prevent downtime and reduce maintenance costs. Implement AI algorithms to predict equipment failures before they occur
Target industry
Manufacturing
Who is most impacted
Maintenance team
Fraud Buster
Brief description
Detect and prevent fraudulent activities in financial transactions by implementing AI algorithms to detect fraudulent activities in real-time
Target industry
Finance
Who is most impacted
Financial institutions
24/7 AI Customer Support
Brief description
This use case addresses the problem of businesses needing to efficiently handle customer queries and provide support round the clock. The AI-based solution involves implementing AI-powered chatbots and virtual assistants to handle customer queries and provide support 24/7.
Target industry
Customer Service
Who is most impacted
Customers seeking assistance and support from businesses
AI-Optimized Supply Chain
Brief description
The use case is addressing the problem of optimizing supply chain operations to reduce costs and improve efficiency. The AI-based solution involves implementing AI algorithms for demand forecasting, inventory optimization, and route optimization.
Target industry
Logistics
Who is most impacted
Supply chain managers
Voice to Text Transcription
Brief description
Difficulty in accurately transcribing and understanding spoken language for various applications. The solution is to develop a speech recognition system using deep learning algorithms and neural networks.
Target industry
Data
Who is most impacted
Users who prefer voice commands for tasks
AI-Powered Personalized Recommendations
Brief description
The use case addresses the problem of providing personalized product recommendations to users based on their browsing history and preferences. The AI-based solution involves an AI system that analyzes user behavior, purchase history, and preferences to recommend products. This is achieved using collaborative filtering and machine learning algorithms.
Target industry
E-commerce
Who is most impacted
Users of e-commerce platforms
Fraud Buster
Brief description
This use case addresses the problem of detecting and preventing fraudulent activities such as fake accounts, payment fraud, and account takeovers. The AI-based solution uses anomaly detection algorithms to identify suspicious patterns in user behavior and transactions. It flags potentially fraudulent activities for further investigation and mitigation.
Target industry
Finance
Who is most impacted
E-commerce companies
AI-Driven Inventory Optimization
Brief description
This use case addresses the problem of optimizing inventory levels and predicting demand to prevent stockouts and overstock situations in the e-commerce and supply chain industry. The AI-based solution involves analyzing historical sales data, seasonality, and external factors to forecast demand accurately. It also suggests optimal reorder points and quantities to maintain efficient inventory levels.
Target industry
E-commerce, Supply Chain
Who is most impacted
Inventory managers, Supply chain managers
Autonomous Vehicle Navigation
Brief description
Developing autonomous vehicles for safer and efficient transportation. Implementing AI algorithms for autonomous driving and navigation.
Target industry
Automotive
Who is most impacted
Transportation industry
Personalized Product Recommendation Engine
Brief description
The use case addresses the problem of providing personalized product recommendations to customers based on their preferences and behavior. The solution involves developing a recommendation engine using collaborative filtering or content-based filtering.
Target industry
Retail
Who is most impacted
Customers
AI-Personalized Marketing
Brief description
The use case addresses the problem of effectively targeting and engaging customers with personalized marketing messages at scale. The AI-based solution involves using AI algorithms to analyze customer data and behavior to create personalized marketing campaigns. The next steps involve implementing these AI-based personalized marketing campaigns, analyzing the results, and optimizing for better customer engagement.
Target industry
Marketing
Who is most impacted
Marketing team
Predictive Analytics for Business Optimization
Brief description
The use case addresses the problem of leveraging historical data to make accurate predictions and optimize decision-making processes in businesses. The AI-based solution involves implementing predictive analytics models to forecast future trends and outcomes based on historical data patterns.
Target industry
Business
Who is most impacted
Businesses looking to make data-driven decisions
AI Image and Video Data Analysis
Brief description
The use case addresses the problem of extracting valuable information from large volumes of image and video data manually which is time-consuming and prone to errors. The AI-based solution involves developing AI algorithms to analyze and extract insights from images and videos.
Target industry
Data
Who is most impacted
Businesses using image and video data
Sentiment Analysis for Customer Insight
Brief description
The use case addresses the problem of understanding and analyzing customer sentiments to improve marketing strategies and customer service interactions. The AI-based solution involves developing AI algorithms to analyze and interpret customer sentiments from text data. The next steps include implementing sentiment analysis tools, analyzing customer feedback, and personalizing marketing strategies based on sentiment insights.
Target industry
Marketing, Customer Service
Who is most impacted
Marketing and Customer Service teams
Telecom Churn Predictor
Brief description
Predicting customer churn in the telecom industry to identify customers likely to switch to a competitor using machine learning algorithms
Target industry
Telecommunications
Who is most impacted
telecom companies and their customers
Legal Document Auto-Classification
Brief description
The use case addresses the problem of manual categorization and organization of legal documents in a legal firm. The AI-based solution involves the implementation of natural language processing (NLP) algorithms to automatically classify these documents based on their content, keywords, and context.
Target industry
Legal
Who is most impacted
legal professionals and support staff
Personalized E-commerce Recommendations
Brief description
The use case addresses the problem of enhancing personalized recommendations for an e-commerce platform to increase customer engagement and sales. The solution involves utilizing collaborative filtering algorithms and customer behavior analysis to generate personalized product recommendations based on past purchases, browsing history, and preferences.
Target industry
E-commerce
Who is most impacted
e-commerce platform, sellers, and customers
AI-based Content Customization for Family-friendly Viewing
Brief description
This use case addresses the problem of unsuitable or uncomfortable content appearing in movies and TV shows during family viewing. The AI-based solution would use advanced computer vision and natural language processing (NLP) techniques to automatically identify, analyze, and customize sensitive scenes in movies and TV shows. This solution directly addresses the discomfort of watching sensitive content with mixed-age or varied-sensitivity audiences by allowing users to customize and filter content in real time.
Development stage
Idea
Target industry
Media and Entertainment
Who is most impacted
AI-Powered Fraud Detection
Brief description
The use case addresses the problem of identifying and preventing credit card fraud. The AI-based solution uses machine learning algorithms to analyze transaction patterns, detect anomalies, and flag potentially fraudulent transactions in real-time. It can also incorporate biometric authentication and behavior analysis to enhance security measures.
Target industry
Finance
Who is most impacted
customers, financial institutions, and law enforcement agencies
AI-Powered Personalized Recommendations
Brief description
The use case addresses the problem of improving customer service in the e-commerce industry by providing personalized product recommendations. The AI-based solution utilizes collaborative filtering algorithms and natural language processing to analyze customer preferences, purchase history, and browsing behavior to generate personalized product recommendations.
Target industry
E-commerce
Who is most impacted
e-commerce businesses and customers
Vision-based Inventory Optimization
Brief description
Streamlining inventory management in retail to reduce stockouts and improve supply chain efficiency by implementing a computer vision system to track inventory levels, predict demand, automate reordering processes, and optimize inventory management.
Target industry
Retail
Who is most impacted
Retail industry stakeholders
Optimized Healthcare through Predictive Analytics
Brief description
Enhancing healthcare services by optimizing hospital operations and improving patient care through predictive analytics. Utilizing machine learning algorithms to analyze historical data, predict patient admissions, optimize staff allocation, and improve overall operational efficiency
Target industry
Healthcare
Who is most impacted
Patients, hospital staff, healthcare administrators
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