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शिक्षाby Grow10x
AIG12-P03

Knock-Pattern Classifier

A classifier that tells three knock patterns from background noise using timing features, not recordings.

  • Class 12 · Integrate
  • Sessions 11-15 · Weeks 6-8
  • In Discovery, Builder, Innovation
  • AI project
Class 12 showcase
Sound-Aware Smart Room
The five-session sprint

Session by session

  1. Session 11 · Ask & understandWeek 6

    Features without recordings: peaks, gaps and duration

    Evidence: a question, sketch or new vocabulary

  2. Session 12 · Build & designWeek 6

    Collect a labelled knock-pattern dataset

    Evidence: a design draft, dataset or build

  3. Session 13 · ImplementWeek 7

    Train a classifier and a timing-rule baseline

    Evidence: a working version, explained once

  4. Session 14 · Test & improveWeek 7

    Evaluate on a separate recording session

    Evidence: a test log with at least one failure

  5. Session 15 · Explain & reflectWeek 8

    Explain which patterns the model confuses

    Evidence: an individual explanation

Materials & tools
  • Local Python/scikit-learn
  • knock-feature CSV logged in P01
Minimum test

Split by recording session; compared with a timing-rule baseline.

AI project

A model, an evaluation study or an AI-checking workflow.

Completion needs the artefact, an honest test log, an individual explanation and no open safety or privacy issue.

AI project

A model, an evaluation or an AI-checking workflow.

Two teachers guiding uniformed students as they build a robot car in a classroomFor school leaders

Choose a starting point.
Build from evidence.

Pick the classes and a plan. We map the timetable, kit and safety checks with you, then pilot one class first.

  • Prospectus and class-wise plan
  • Kit and readiness check
  • Pilot one class first
  • Evidence at every milestone
School enquiry

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