TinyML Ecosystem

Learn TinyML: Complete Builder Curriculum

Progress through a structured TinyML program that connects AI fundamentals, embedded hardware, model optimization, and real-time deployment on constrained devices.

Curriculum Modules

TinyML Learning Architecture

Foundation Core

AI + ML Essentials

What is AI
History of AI
AI vs ML vs Deep Learning
What is Edge AI
What is TinyML
TinyML vs Edge AI
Real-world TinyML applications
Why TinyML matters

Programming Engine

Software Fundamentals for TinyML Builders

Python fundamentals
C/C++ fundamentals
NumPy basics
Data structures basics
Data handling
Microcontroller coding basics

Embedded Hardware Core

Microcontroller & Interface Systems

Microcontrollers
ESP32
Arduino Nano BLE Sense
STM32 intro
Sensors
GPIO, ADC, UART, I2C, SPI, PWM, Interrupts

Machine Learning Blueprint

Modeling Fundamentals

Classification
Regression
Features and labels
Training vs inference
Overfitting
Neural network basics

Sensor Intelligence Systems

Signal-Aware Tiny Intelligence

Motion sensing
Audio sensing
Sampling
Noise reduction and filtering
Feature extraction
Time-series basics

TinyML Toolchain

Build, Convert, and Deploy

Edge Impulse
TensorFlow Lite
TensorFlow Lite Micro
Model conversion
Quantization
Deployment flow

Deployment Architecture

Embedded Runtime Engineering

Flash memory
RAM constraints
Real-time inference
Optimization
Debugging

Advanced TinyML Systems

Expert Domain Tracks

Wearables

Tiny robotics

Predictive maintenance

Tiny vision

Security

No matching TinyML learning modules found.