
TINY MACHINE LEARNING COURSE
FROM 15 YEARS OLD ...

TINY MACHINE LEARNING - LESSON 2

TOPICS INDEX
- Warnings
- Copyright Notice
- Let’s practice with our new Nano BLE Sense board
- APDS 9960 – Digital Proximity Sensor, RGB Light and Gestures
- Proximity detection
- Gesture detection
- Color detection
- PAI-001: Color detection
- Analysis of the sketch of the AI-001 Project – Color detection
- PAI-002: Gestures detection
- Analysis of the sketch of the AI-002 Project – Gesture detection
- PAI-003: Proximity detection
- Analysis of the sketch of the AI-003 Project – Proximity detection
TINY MACHINE LEARNING - LESSON 3

TOPICS INDEX
- Warnings
- Copyright Notice
- The Humidity, Temperature and Pressure sensors of the Nano BLE Sense
- PRESSURE SENSOR LPS22HB
- HUMIDITY AND TEMPERATURE SENSOR HTS221
- PAI-004: Measure Humidity and Temperature with HTS221
- Analysis of the sketch of project AI-004 – Measure Humidity and Temperature with HTS221
- PAI-005: Measurement of Barometric Pressure and Temperature with LPS22HB
- Sketch Analysis of Project AI-005 – Pressure and Temperature with LPS22HB
- PAI-006: Simple Weather Station
- Analysis of the sketch of the PROJECT AI-006 – Simple Weather Station
TINY MACHINE LEARNING - LESSON 4

TOPICS INDEX
- Warnings
- Copyright Notice
- Inertia and the IMU Sensor – LSM9DS1
- PAI-007: Measure acceleration along Cartesian axes with LSM9DS1
- Analysis of Project AI-007 – Measure x, y, and z acceleration with LSM9DS1
- PAI-008: Measure angular velocity with LSM9DS1
- Analysis of Project AI-008 – Measure Angular Velocity with LSM9DS1
- PAI-009: Magnetic Field Measurement on Cartesian Axes with LSM9DS1
- Analysis of the AI-009 Project – 3D Magnetic Field Measurement with LSM9DS1
TINY MACHINE LEARNING - LESSON 5

TOPICS INDEX
- Warnings
- Copyright Notice
- MP34DT05 Omnidirectional Digital Microphone
- The Capacitor
- The RGB LED on the Arduino Nano 33 BLE Sense
- PAI-010: The RGB LED on board
- Sketch analysis of Project AI-010 – The RGB LED on board
- PAI-011: Sound Analyzer with Microphone MP34DT05
- PAI-012: RGB LED driven by sound analysis
- Sketch analysis of Project AI-012 – RGB LED driven by sound analysis
- The BLE module in Arduino Nano 33 BLE Sense
- PAI-013: Nano RGB LED switching on via Iphone
- Sketch analysis of Project AI-013 – Nano RGB LED switching on via Iphone
TINY MACHINE LEARNING - LESSON 7

TOPICS INDEX
- Warnings
- Copyright Notice
- First Step for the creation of the Trained Model “Hello World”
- The Training Dataset
- PAI-015: The first steps in Google Colab
- PAI-016: Realization of the “Hello World” Dataset on Colab
- PAI-017: Data for Training, Data for Validation and Data for Tests
- PAI-018: Completing Datasets for Model Training
TINY MACHINE LEARNING - LESSON 8

TOPICS INDEX
- Warnings
- Copyright Notice
- Deep Learning and the Neural Network
- Activation functions of neurons
- Sigmoid function
- Smoothstep function
- Hyperbolic Tangent Function – Tanh
- ReLU function
- Definition of the Model to train for Hello World with Keras
- PAI-019: Hello World Model (Base)
- Training the Hello World Model (Basic)
- Graphical representation of training data
- PAI-020: Hello World Model (Improved)
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