~/talk

Deep Learning with CNTK and F#

Talkat NDC Oslo 2018 · 2018-06-11..06-15· [machine-learning]
slides:none on file

Shows using the CNTK .NET API from F# with a small wrapper library and a VS Code scripting workflow, building sequential models (convolution + activation + pooling) and mini‑batch readers. Demonstrates a synthetic 8x8 test (64 images, 32 ones / 32 twos) and a MNIST subset, exports learned 8x8 weight filters, and saves models via NuGet package CNTK.FSharp 0.1.5. Training runs on CPU (CUDA GPU support added) and yields about 2% error on 500 test images.

AI-written summary · about

  1. 0:00Introduction
  2. 0:30Who am I
  3. 1:18Context
  4. 2:34Plan
  5. 3:38Deployment
  6. 4:09Rendering Numbers on Screen
  7. 4:38Creating a System
  8. 6:44Volume Controller
  9. 7:20Weights
  10. 8:25Filters
  11. 9:09Machine Learning
  12. 16:41Deep Learning
  13. 21:09CNTK
  14. 25:34What is a tensor
  15. 27:08How does this plugin work
  16. 28:34Fully trained model
  17. 29:38Variables
  18. 29:58Code
  19. 32:56Dataset
  20. 34:42Model
  21. 39:21Running the model
  22. 40:47Results
  23. 42:45API
  24. 43:02Raw API
  25. 43:44Models
  26. 45:10Demo
  27. 47:25Data Set
  28. 50:36change model
  29. 52:40model file
  30. 54:00model predictions
  31. 54:59conclusion
  32. 56:12thank you
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