Basic Math & Calculus

Skill id

hw.math

Area

Hardware

Group

Electronics

Roadmap importance

R · Required

Origin

Node on the roadmap diagram v1.2.3

Roadmap node

Electronics / Basic Math & Calculus

Status in the lesson library

Developed by a lesson

See it on the skill roadmap

Lessons that develop this skill

Lesson	Course	Develops to
Filtering: EMA vs Median, then the gauge code	AIoT in Action: From Touch Screen to IoT Platform (MicroPython)	L1 Aware
The accelerometer and tilt: roll and pitch	AIoT in Action: From Touch Screen to IoT Platform (MicroPython)	L2 Guided
WiFi and networking: dBm, DHCP, IP and DNS	AIoT in Action: From Touch Screen to IoT Platform (MicroPython)	L1 Aware
Voltage, current and resistance	Electronics & Test Instruments for Embedded Developers	L2 Guided
Taking a sensor app apart: the four-beat skeleton of every program	Edge AI Developer: From Sensor to On-Device Model	L1 Aware
Taking an edge AI app apart: the registry, the verdict and the action	Edge AI Developer: From Sensor to On-Device Model	L2 Guided
From raw numbers to physical quantities: tilt, energy, altitude and dBFS	Edge AI Developer: From Sensor to On-Device Model	L2 Guided
DSP filters: EMA, Median, Kalman and the radar range profile	Edge AI Developer: From Sensor to On-Device Model	L2 Guided
The FFT and the frequency domain: bins, Nyquist, DC, leakage and the Hann window	Edge AI Developer: From Sensor to On-Device Model	L2 Guided
Features and windowing: what the model actually sees	Edge AI Developer: From Sensor to On-Device Model	L2 Guided
Dataset engineering: class balance, windows and the train/val/test split	Edge AI Developer: From Sensor to On-Device Model	L2 Guided
Inside training: Keras, Conv1D, gradient descent, int8 and the confusion matrix	Edge AI Developer: From Sensor to On-Device Model	L3 Independent
Running the model on the web: LiteRT.js, int8 I/O and parity	Edge AI Developer: From Sensor to On-Device Model	L2 Guided
Sensor fusion: the model’s verdict with the raw sensor	Edge AI Developer: From Sensor to On-Device Model	L2 Guided

Lessons that assess this skill

No lesson yet

Roles that use this skill

Role	Minimum level	In this role
Edge AI Engineer	L3 Independent	Required (R)

Proficiency levels

• L1 Aware · Bloom: remember/understand
• L2 Guided · Bloom: apply (scaffolded)
• L3 Independent · Bloom: apply/analyse
• L4 Professional · Bloom: analyse/evaluate
• L5 Design & Lead · Bloom: evaluate/create

For Open Badges 3.0 and CASE alignment

UUID: a60c54e9-25cd-5297-be63-3be8bfdcd03e

{
  "type": [
    "Alignment"
  ],
  "targetName": "Basic Math & Calculus",
  "targetUrl": "https://tesaiot.github.io/tesa-qualification-program/skills/hw.math/",
  "targetCode": "hw.math",
  "targetFramework": "TESA Embedded Systems Skill Map 0.1.0",
  "targetType": "CFItem"
}

Skill map data is licensed CC BY-SA 4.0, adapted from the Embedded Systems Engineering Roadmap by Meysam Parvizi