Awesome Machine Learning On Device

Machine Learning On-Device Universe

Courses and (human) Training

1. Quantization in-depth New age course on quantization by DeepLearning.ai, Andrew Ng's academy.

2. Tiny ML & Efficient Deep Learning Computing Song Han's, MIT, lectures

   • TODO: Link relevant Youtube videos (preferably by year 😉)

3. Qualcomm on-device stack

   1. Tutorial videos about QNN? (or SNPE perhaps)
   2. Academy: AI Innovators Dev Kit

Tools, SDKs and Compilers

1. Qualcomm

   1. QNN: Qualcomm AI DIrect Engine SDK
   2. Qualcomm Neural Processing SDK for AI

2. Apache TVM

On-Device AI, CPU & GPU-based AI

1. Hardware for non-EE literate folks
   • SoC and Progress in Energy Efficient Computing - Video 1
   • SoC and Progress in Energy Efficient Computing - Video 2

TODO

• [ ] Adopt template from here.

• [ ] Move my stuff onto a default branch.

-s [ ] Adopt their convention & merge any new insgiht of mine.