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Schedule
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Breakdown

Time Material/Activity
9:00 AM Welcome & Introduction to tinyML
  • General overview of tinyML as a field
  • What are the common use cases
  • What kind of models do we run
  • What are the typical resource constraints and challenges etc.
10:00 AM Introduction to TensorFlow Lite Micro (TFLM)
  • Challenges for running tinyML models
  • TF vs. TFLite vs TFLite Micro - deep dive
  • Profiling and benchmarking tinyML systems
11:00 AM Introduction to CFU Playground & Environment Setup
  • General overview of CFU
  • Make sure Vivado hardware manager can find board
  • Install RISC-V toolchain
  • Pass golden tests
12:00 PM Lunch
1:00 PM Introduction to nMigen & Simple Example
  • What is Litex
  • Explain basic Litex SoC with an example
  • Walkthrough simple end-to-end example from README
2:00-5:00 PM Accelerate Your Own Model
  • Pick a task and train a model using TFLM
  • Get it running on the board
  • Build your own CFU
  • Measure performance speed up