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 cost of that error is what CBSE AI ethics is really asking you to examine. What You Will Learn How UPI Works and Where AI…
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 world’s largest biometric identity programme — is exactly the kind of case your examiner has in mind. What You Will Learn What Is Aadhaar and…
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). That’s 26 out of 50 practical marks tied to what’s in your file. This guide tells you exactly what to put in it. Everything here…
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. Accuracy alone does not tell the full story. That is why CBSE AI introduces Precision, Recall, and F1 Score — three metrics that give you…
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 — and most students leave them on the table because they never prepare specifically for viva questions. This guide covers the 50 most important viva questions…
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 spend another minute anxious about it. The short answer: No. AI is not replacing Maths, Science, English, or any other CBSE subject in Class 10….
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 tells you exactly what CBSE requires in your Class 12 AI practical file for 2025-26, gives you all the Python programs you need, and walks…
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 paper for Class 9 AI (CBSE Code 417, session 2025-26) is built from the official CBSE curriculum — covering all five units in Part B,…
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 Voce. Worth 6 marks and based on your Practical File and Capstone Project, the viva is the moment your examiner tests whether you actually understand…
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 wrong syllabus year, covers the wrong units, or has no solutions. This is a full-length practice paper for Class 12 AI (Subject Code 843, Session…