AI/ML Demos for Students, Faculty & Practitioners | Zero API Keys | Zero Server | 100% Classroom-Ready
Author: Professor Vinaya Sathyanarayana
GitHub: VinayaSharada
Contact: vinallcontact@gmail.com
License: Educational Use Only | Stars:
# Browser Demos - No Installation Required
open TechUseCaseDemos/RAGSolutions/StandardRAG/index.html
# Python Demos
cd TechUseCaseDemos/Classification/demo001
pip install -r requirements.txt
python classificationdemo.py| Course | Catalog | Demos | Key Topics |
|---|---|---|---|
| AI/ML Financial Services | Catalog | 6 | Banking, fraud, credit, wealth management |
| Wealth Management | Catalog | 3+ | Portfolio theory, options pricing, NPV |
| Cyber Security | Catalog | 2+ | IoT security, network penetration, threat detection |
| Data Mining | Catalog | 7 | Classification, clustering, forecasting, pattern mining |
| NLP & Information Extraction | Catalog | 16+ | Entity recognition, sentiment, RAG, voice assistants |
| Management of AI Products | Catalog | 6 | Product strategy, risk, governance, RAG |
| Public Policy & Governance | Catalog | 2 | Resource allocation, AI compliance |
| Audience | What You Get |
|---|---|
| Students | Hands-on demos with step-by-step instructions, no cloud required |
| Faculty | Classroom-ready materials, assignment scaffolds, assessment rubrics |
| Practitioners | Real-world patterns, production-ready code, best practices |
| Demo | Model | Size | Use Case |
|---|---|---|---|
| Local Chat Advisor | SmolLM2-135M | 135 MB | Conversational AI |
| Smart Ticket Tagger | DistilBERT | 140 MB | Customer support |
| Whisper Voice Transcriber | Whisper Tiny | 39 MB | Speech-to-text |
| Semantic Search Engine | all-MiniLM | 23 MB | Document search |
|| Demo | Type | Key Feature | ||------|------|-------------| || Standard RAG | Text-based | Document upload + QA | || Graph RAG | Graph-based | Knowledge traversal | || Voice RAG | Voice-enabled | Speak + get answers | || Emotional Support AI | Empathetic AI | Emotion detection | || University Knowledge Assistant | Hybrid RAG | FalkorDB + PageIndex + Voice |
- No cloud required - Many demos run entirely in browser
- No API keys - Local models only
- Production patterns - Real-world best practices
- Active maintenance - New demos monthly
KateelLearningDemosToStudents/
├── 🤖 Browser-AI-Demos/ # Zero-cloud AI apps
├── DomainUseCaseDemos/ # Industry verticals (Finance, Banking)
├── TechUseCaseDemos/ # Technique-first ML demos
├── CourseCatalogs/ # Structured course materials
├── Assignments/ # Ready-to-use assignments
└── ecomm001/ # E-commerce analytics pipeline
Email for course adoption: vinallcontact@gmail.com
Subject format: [KateelLearningDemos] Usage - <Your Name/Institution>
Educational Use - Free for students, faculty, and practitioners.
Attribution required - Include citation in presentations/publications.
Demos and course material adapted from the KateelLearningDemosToStudents repository
by Professor Vinaya Sathyanarayana (GitHub: VinayaSharada)
https://github.com/VinayaSharada/KateelLearningDemosToStudents
AI ML demos, machine learning tutorials, data science projects, NLP examples, RAG implementation, Graph RAG, browser AI, zero-shot learning, transformers.js, sentiment analysis, clustering algorithms, time series forecasting, fraud detection, IoT security labs, responsible AI, emotional AI, knowledge graph, voice assistant demo, synthetic data, classroom AI, educational ML, student projects, faculty resources, university chatbot, university assistant, FalkorDB, PageIndex, Phi-3.5, Mistral, llama.cpp, Web Speech API, PDF extraction, web scraping, university website, educational technology, AI education, machine learning education, NLP tutorials, RAG demos, voice AI, embedded AI, cybersecurity demos, finance ML, banking AI, student support AI, portfolio optimization, black scholes, npv calculator, wealth management, options pricing, capital budgeting, robo advisory
This repository is actively maintained by Professor Vinaya Sathyanarayana. Star ⭐ to stay notified of new demos and updates.