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CBSE 4-frame ethics analysis applied to UPI AI fraud detection system India

UPI & AI — Fraud Detection Ethics Case Study for CBSE Students

Every time a UPI transaction is blocked as suspicious, an AI made that decision — and in a small percentage of cases, that AI is wrong. Understanding who bears the…

AI Skills India May 1, 2026

CBSE 4-frame ethics analysis applied to Aadhaar AI biometric system

Class 10 AI AI Ethics Class 9 AI

Aadhaar & AI — Ethics Case Study for CBSE Students

Your CBSE AI exam will not just ask you to define "bias" or "transparency." It will give you a real system and ask you to analyse it. Aadhaar — the…

AI Skills India April 30, 2026

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Class 11 AI Practical File — Complete Program List (CBSE 2025-26)

Most Class 11 AI students don't realise that the practical file carries 10 marks directly, and connects to another 16 marks through the Lab Test (10) and Viva Voce (6).…

AI Skills India April 29, 2026

Class 10 AI Class 12 AI

Precision vs Recall vs F1 Score Explained — CBSE AI (Class 10 & 12)

Your model got 90% accuracy. Great — but if 95% of your data was from one class, a model that predicts that class every single time also gets 95% accuracy.…

AI Skills India April 28, 2026

CBSE Class 10 AI Viva Questions Top 50 banner — Code 417 all units covered

Exam Preparation Class 10 AI

Class 10 AI Viva Questions — Top 50 with Answers (CBSE Code 417, 2025-26)

Your Class 10 AI practical exam has two viva components: a 5-mark viva on your Practical File, and a 5-mark viva on your Project Work. That's 10 marks total —…

AI Skills India April 27, 2026

Class 10 AI AI Concepts & Myths

Can AI Replace Maths in Class 10? CBSE Students — Here’s the Truth

If you searched "which subjects can be replaced by AI in Class 10," you probably saw a headline that worried you — and you deserve a straight answer before you…

AI Skills India April 26, 2026

Class 12 AI Practical File

Class 12 AI Practical File — Complete Guide & Programs (Subject Code 843)

Every Class 12 AI student needs a practical file. Most students don't know exactly what it must contain until a week before submission — and then they scramble. This guide…

AI Skills India April 26, 2026

CBSE Class 9 AI Sample Paper 2025-26 banner — Code 417 with full solutions

Exam Preparation Class 9 AI

CBSE Class 9 AI Sample Paper 2025-26 with Solutions (Code 417)

You've studied the chapters. You've made your notes. But until you sit with an actual question paper and work through it, you don't really know where you stand. This sample…

AI Skills India April 25, 2026

CBSE Class 11 AI Viva Questions banner — Code 843 all units covered

Exam Preparation Class 11 AI

Class 11 AI Viva Questions & Model Answers (843) — Complete Guide 2025-26

Your practical file is done, your Capstone Project is ready — but there is one more thing standing between you and full marks in Class 11 AI practical: the Viva…

AI Skills India April 24, 2026

Class 12 AI Exam Preparation

Class 12 AI Sample Paper 2025-26 with Solutions (Subject Code 843)

Every year, thousands of Class 12 AI students search for sample papers the week before their exam. The problem is that most of what they find is either from the…

AI Skills India April 23, 2026