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Terafeature Machine Learning - No Coding Required!

Event Details

Terafeature Machine Learning - No Coding Required!

Time: August 16, 2014 from 10am to 5pm
Location: San Francisco
Website or Map: http://machinelearningworksho…
Phone: 4155470131
Event Type: machine, learning, weekend, workshop
Organized By: Arshak Navruzyan
Latest Activity: Jun 9, 2014

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Event Description

Vowpal Wabbit (VW) is one of the hidden gems of machine learning.  It is super-fast (can learn 4 million features per second per node), scalable and extremely flexible.  

In this workshop we will get hands on with VW and build terafeature models.  You will learn how to buildInternet-scale machine learning models from data sets that are both tall (millions/billions of examples) and wide (many thousands of features). 

We will cover everything you need to know to put ML models into a production application including:

  • basics of online and adaptive learning
  • choice of optimizers
  • loss functions
  • feature factorization and hashing
  • example with importance weights
  • holdouts
  • distributed learning
  • model evaluation and management
  • applying models / predictions
 
Since no coding is required, this workshop is perfect for machine learning beginners.  MBAs, business/finance analysts, business intelligence professionals and product managers are welcomed to attend.

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