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Abhik Seal
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Open Source Release of TensorFlow

I'm very excited to announce the open source release of the TensorFlow machine learning library that I and many others at Google have been building.

This blog post gives an overview:
  http://googleresearch.blogspot.com/2015/11/tensorflow-googles-latest-machine_9.html

The web site has a number of tutorials and documentation about the system:
  http://tensorflow.org

The source is on GitHub:
  https://github.com/tensorflow/tensorflow

You might also be interested in the whitepaper we've prepared that describes TensorFlow in more detail:
  http://tensorflow.org/whitepaper2015.pdf

We'd love to hear what people think.

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My Latest update on #openFDA data . Adverse event Dashboard using #R #Shiny @
https://diabetescheck.shinyapps.io/openfda-dashboard

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Your chance is here to earn +MIT Professional Education certificates and ceus and get an in-depth head start in #datascience . Learn about data collection and storage, #analytics , visualization, and the applications of Big Data. Register now for Tackling the Challenges of Big Data: http://ow.ly/MlEyB

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Link Prediction Using Network Regression Model
This time on link prediction, rather than using a regular Random walk o predict links i will be using a new approach to predict links like regression . We know that the main approach of predicting links uses measures of network proximity adapted from graph ...

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Link Prediction using Network based Inference - A quick matrix based implementation
I explored a paper proposed by Zhou etal used Network based Inference (NBI) method to predict missing links in bipartite network and was thinking a lot how to implement using some simple matrix ways. I have taken the pic below from Zhou paper above  to expl...

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KEGG Data Errors. I am pissed off !!
I  am onto my Phd thesis working day and night but i after running my calculations i found the results were not as much promising as i was expecting.  In order to build a predictive model you got to have a train set and test set so as i made. I was checking...

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More on adverse effect mining
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