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Rob Speer
how-to-make-a-racist-ai-without-
really-trying.ipynb
From Agrawal et al.
Rob Speer
how-to-make-a-
racist-ai-without-
really-trying.ipynb
From Iyyer and collaborators.
Iyyer and collaborators broke the tree-structured
bidirectional LSTM sentiment classification model.
The tale of Mr. Morton gives a great intro to
Subject predicate structure. What ever the
predicate says he does.
Source https://people.eecs.berkeley.edu/~klein/cs294-7/SP07%20cs294%20lecture%2019%20--
%20compositional%20semantics%20(6pp).pdf and https://web.stanford.edu/~jurafsky/slp3/22.pdf
The tale of Mr. Morton gives a great intro to
Subject predicate structure. What ever the
predicate says he does.
Source https://people.eecs.berkeley.edu/~klein/cs294-7/SP07%20cs294%20lecture%2019%20--
%20compositional%20semantics%20(6pp).pdf and https://web.stanford.edu/~jurafsky/slp3/22.pdf
The tale of Mr. Morton gives a great intro to
Subject predicate structure. What ever the
predicate says he does.
Source https://people.eecs.berkeley.edu/~klein/cs294-7/SP07%20cs294%20lecture%2019%20--
%20compositional%20semantics%20(6pp).pdf and https://web.stanford.edu/~jurafsky/slp3/22.pdf
The tale of Mr. Morton gives a great intro to
Subject predicate structure. What ever the
predicate says he does.
Source https://people.eecs.berkeley.edu/~klein/cs294-7/SP07%20cs294%20lecture%2019%20--
%20compositional%20semantics%20(6pp).pdf and https://web.stanford.edu/~jurafsky/slp3/22.pdf
JAMR Parser
Prepare
Data
Register &
Manage Model
Train & Test
Model
Build
Image
…
Build model
(your favorite IDE)
Deploy Service &
Monitor Model
Prepare Experiment Deploy
https://azure.microsoft.com/en-us/services/virtual-
machines/data-science-virtual-machines/?WT.mc_id=beyondembeddings-
powerpoint-abornst
https://docs.microsoft.com/en-
us/python/api/overview/azure/ml/intro?view=azure-ml-
py?WT.mc_id=beyondembeddings-powerpoint-abornst
https://github.com/Azure/MachineLearningNotebooks
https://github.com/allenai/allennlp
https://github.com/aribornstein/pyNeurboParser
Beyond word embeddings

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Beyond word embeddings

Editor's Notes

  1. And then share that code around the world