AI use cases by industry

AI Core

AI foundations across visual classification and Transformer architectures.

Use cases

• Image classification with convolutional neural networks
• Binary visual detection and categorization
• Transformer model design from scratch

Project examples

• Flower Classification & Augmentation
• Cats vs Dogs Classification
• Transformer LLM from scratch

Customer Support

Voice agents and chatbots for real-time customer support.

Use cases

• AI-assisted phone support
• Request intake and qualification
• Automated handling of recurring questions

Project examples

• MIVIM and RACHEL
• BlenderBot Transformer Interface
• Mistral 7B Local Chatbot

Energy

AI-driven demand forecasting, infrastructure analytics, and energy operations support.

Use cases

• Power generation asset analytics
• Energy demand forecasting
• Flow analysis for critical infrastructure supervision

Project examples

• Global Power Plants
• Power Consumption Time Series
• Air Traffic Analysis

Finance

Forecasting, market analytics, and decision support for allocation.

Use cases

• Stock time-series analytics
• Deep-learning forecasting workflows
• RAG-powered financial document retrieval

Project examples

• Apple Stock Time-Series
• Stock Price Prediction
• Search System

Healthcare

Detection, triage, and patient support workflows powered by AI.

Use cases

• Conversational pre-triage for medical requests
• Clinical risk classification pipelines
• Decision-support models for diagnostics

Project examples

• MEDICIS and URI
• Breast Cancer Classification
• Heart Disease Risk (Logistic)

Human Resources

Talent retention and workforce decisions supported by data.

Use cases

• Employee attrition analysis
• People sentiment and NLP signal analysis
• Compensation and salary structure analytics

Project examples

• Employee Attrition Analysis
• BERT IMDB Sentiment
• Data Science Salaries (PCA)

Legal

Legal operations support and sensitive-content filtering.

Use cases

• Conversational legal guidance
• Risky message classification
• Non-compliant content detection

Project examples

• VENI
• SMS Spam Classification
• GAN-BERT Text Detector

Real Estate

Predictive models for valuation and pricing segmentation.

Use cases

• Real-estate value prediction
• Product price-range estimation
• Scenario simulation for planning

Project examples

• Real Estate Prediction (MLflow)
• Mobile Price Classification
• Sales Prediction App

Retail

Sales optimization, churn reduction, and performance steering.

Use cases

• Store performance analytics
• Customer churn diagnostics
• Interactive sales monitoring

Project examples

• Superstore Retail Analytics
• Customer Churn Analysis
• Superstore Interactive Dashboard

Transportation

Flow analysis, operational safety, and critical-asset insights.

Use cases

• Air-traffic behavior analysis
• Incident-risk inference
• Energy infrastructure mapping

Project examples

• Air Traffic Analysis
• Aircraft Crash Stats (Inference)
• Global Power Plants