week1.md

June 23, 2021 ยท View on GitHub

Day 1: Introduction to TinyML (13th Feb, 2021. 9am SGT)

  • What is TinyML?
  • Why TinyML is important?
  • TinyML Hardware
    • Microcontrollers
    • Accelerators: Neural Compute Stick, EdgeTPU
    • Mobile
  • TinyML Algorithms
    • Quantization, Knowledge Distillation, Pruning, Early Exits
  • TinyML Software
    • TFLite
    • ONNX
    • OpenVINO
  • Why learn TinyML?
    • Job prospects, research, projects, community
  • General information about this study group
  • Homework: Find an algorithm/hardware/framework not mentioned today

Youtube Recording

Slides are here