Hackathon - 9:30-10:30

Colab NBaaS: The Fellowship of TensorFlow (Python, JavaScript, R) -- Jeya, Praful, Daniel

Part I

There is also Part IIa, Part IIb, and Part III

TF Python --> TF.js

Python TF: https://www.tensorflow.org/

TF.js: https://www.tensorflow.org/js

Drive/Docs/GCS via Colab: https://colab.research.google.com/notebooks/io.ipynb

BigQuery via Colab: https://colab.research.google.com/notebooks/bigquery.ipynb

TF SavedModel to JSON: https://codelabs.developers.google.com/codelabs/tensorflowjs-convert-python-savedmodel#0

TF SavedModel to ONNX: https://github.com/onnx/tensorflow-onnx

FastAPI (a Python web framework): https://fastapi.tiangolo.com/

Uvicorn (an ASGI server for Python): https://www.uvicorn.org/

PyNgrok (tunnel localhost to a public URL): https://pyngrok.readthedocs.io/en/latest/index.html

Yann LeCun

the procedure Jeya reproduced for us: https://www.youtube.com/watch?v=zJ1RrEqwQSg

https://en.m.wikipedia.org/wiki/File:Comparison_image_neural_networks.svg

Jeya's reproduction of leNet5: https://drive.google.com/drive/folders/1vJMhusjvkmD6CsLuPbQy7kELs5VmBve7

R TensorFlow

R TensorFlow: https://tensorflow.rstudio.com/

Blog on R AI/TensorFlow/Torch: https://blogs.rstudio.com/ai/

Spin R VMs on Colab: https://colab.research.google.com/notebook#create=true&language=r

Drive: https://googledrive.tidyverse.org/

GCS: https://cran.r-project.org/web/packages/googleCloudStorageR/vignettes/googleCloudStorageR.html

Sheets: https://github.com/jennybc/googlesheets

BigQuery: https://bigrquery.r-dbi.org/

SavedModel: https://rdrr.io/github/rstudio/keras/man/save_model_tf.html

ONNX: https://onnx.ai/onnx-r/

Plumber/Shiny/TF Serving/RStudio Connect: https://tensorflow.rstudio.com/deploy/

Notes

non-sequential topologies

https://keras.io/guides/functional_api

TFjs

https://js.tensorflow.org/api/latest

Journal Club - 10:30-11:30

mSigPortal

https://analysistools-qa.cancer.gov/mutational-signatures