Audit a real building-energy record
Check timestamps, sensor units, energy-to-power conversion and the observational scope of a single building.
numpy · pandas · matplotlib · IPython
ENGINEERING / 01–06
Engineering
6 independent, runnable lessons connecting questions, traceable inputs, transparent methods and interpretation. One notebook download starts each workflow.
Learning path 01 → 02 → 03 → 04 → 05 → 06; every lesson also runs independently.
Download this discipline in both languages6 recipes
Evaluate a chronological energy regression
Fit training-only weather/calendar regressions, compare a mean baseline and inspect held-out energy errors.
numpy · pandas · matplotlib · IPython
Process a low-rate measured energy signal
Inspect a daily-unit spectrum, an explicitly acausal filter and the limits of ten-minute sampling.
numpy · pandas · scipy · matplotlib · IPython
Assemble and verify a beam finite-element model
Assemble Hermite beam elements, enforce the clamp and compare nodal deflection and reactions with a closed reference.
numpy · pandas · matplotlib · IPython
Reconcile an RC circuit model
Compare an explicit transient solution with an analytic step and frequency response, then inspect declared tolerance assumptions.
numpy · pandas · matplotlib · IPython
Inspect a bounded thermal PID simulation
Simulate derivative-on-measurement control, actuator saturation and conditional integration, with an explicitly assumed plant.
numpy · pandas · matplotlib · IPython
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