AI at the Edge

of the Web

I think in epidemiology data science's edge really is at the edge ;-). Presentations like the TF summit TF.JS session, suggest AI edge's stack is now advancing faster towards the individuals epidemiology is about. This fits will in the broader movement towards flattened Cloud models by edge computing. We actually have an edge in this model ...

https://www.youtube.com/watch?v=iH9CS-QYmZs

https://cloud.google.com/explainable-ai

https://cloud.google.com/automl-tables

https://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions

Colab

At the same time Colab is moving towards being an interface for server-side orchestration. I'd predict, particularly after the node vs python comparison above, that the native application distribution is moving to electron. You know what comes next ... In any case, here's the full argument for Colab: https://www.youtube.com/watch?v=pnClcwTCyc0

Exchange formats

https://microsoft.github.io/onnxjs-demo/#/mnist

Collaborative AI explainability and interpretation https://www.wandb.com

COVID-19

https://covidtracking.com

https://github.com/episphere/corona

https://github.com/bhaumik55231/COVID-19

old observable noytebook: https://observablehq.com/@episphere/corona

https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge

https://www.ncbi.nlm.nih.gov/research/coronavirus/?fbclid=IwAR3VFuE3ENFkCi1t3Ri4PK6C3D_lJVhuFvRFoofxvHDaZW7COZrLwwwaFYs

How to model?

From momenta or from first principles? (or both?)

https://www.ncbi.nlm.nih.gov/pubmed/15353409

https://www.kaggle.com/allen-institute-for-ai/CORD-19-research-challenge

Remote collaboration

Should we consider facilitate communications with what we do in the Github ecosystem by linking it to MS Teams?

Which brings is to the next topic ...

Online training

TensorFlow

https://www.coursera.org/specializations/tensorflow-in-practice

TensorFlow.js

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

https://deeplizard.com/learn/playlist/PLZbbT5o_s2xr83l8w44N_g3pygvajLrJ-

TensorFlow on Google Cloud Platform

https://www.coursera.org/specializations/machine-learning-tensorflow-gcp

Sean Davis' favorites (thank you Sean!):

https://seandavi.github.io/ITR/

https://www.coursera.org/specializations/genomic-data-science

https://btep.ccr.cancer.gov/

Ben Busby's favorites

https://www.coursera.org/learn/network-biology

https://github.com/virtual-biohackathons/covid-19-bh20 <-- virtual biohackathon on CoVID -- including SARS/CoVID-19 pangenome!

Stay tuned for CoVID-19(HLA succeptibility and drug response) projects!

MISC

Pls add your topics

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