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NCERT solutions, question by question
Class 12 Artificial Intelligence
CBSE 2026–27 · 8 chapters · concept notes, NCERT solutions, examples & practice
- 1Unit 1 — Capstone Project: problem identification, decomposition, analytic and predictive modelling
- 2Unit 2 — Model Lifecycle: data preparation, feature engineering, training, validation, deployment
- 3Unit 3 — Storytelling through Data: visualisation types, dashboards, insight communication
- 4Unit 4 — Computer Vision: image processing, OpenCV, convolution, pooling, CNN architecture
- 5Unit 5 — Natural Language Processing: text processing, sentiment analysis, chatbots, transformers overview
- 6Unit 6 — Advanced Python for AI: scikit-learn workflow, model evaluation metrics
- 7Unit 7 — Ethics, bias and responsible AI; AI in industry and future skills
- 8Practical — Capstone project, viva and practical file