CRM114 - Classification made easy

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2 recomendaciones•989 vistas

Jonathan Julian

Presented to Bmore on Rails December 14, 2010. bmoreonrails.org hatesitlovesit.com jonathanjulian.com

Tecnología

CRM114
Classification made easy

Tuesday, December 14, 2010

“CRM114 is a system to examine incoming e-
mail, system log streams, data files or other
data streams, and to sort, filter, or alter the
incoming files or data streams according to
the user's wildest desires.”

Tuesday, December 14, 2010

“Ruby interface to the CRM114 Controllable Regex
Mutilator, an advanced and fast text classifier that
uses sparse binary polynomial matching with a
Bayesian Chain Rule evaluator and a hidden
Markov model to categorize data with up to a
99.87% accuracy”

Tuesday, December 14, 2010

Classification?

Tuesday, December 14, 2010

Bayesian Filtering

Tuesday, December 14, 2010

Paul Graham
A Plan for Spam

Tuesday, December 14, 2010

• every email client
• replyz.com
• hatesitlovesit

Tuesday, December 14, 2010

apt-get install crm114

Tuesday, December 14, 2010

gem install crm114

Tuesday, December 14, 2010

crm = Classifier::CRM114.new([:spam,:ham])

crm.train!(:spam “Buy a Watch as a gift at a
discount!”)
crm.train!(:ham, "I'll see you all tomorrow
morning.")

crm.classify(“It seems I have to be at the New
York office tomorrow.”)

Tuesday, December 14, 2010

-rwxr-xr-x 1 jjulian staff 588696 Jul 8 17:41 /usr/local/bin/crm
spam.css
ham.css

Tuesday, December 14, 2010

live coding demo?

Tuesday, December 14, 2010

hatesitlovesit.com

Tuesday, December 14, 2010

Jonathan Julian
@jonathanjulian
jonathanjulian.com

Tuesday, December 14, 2010

Resources
• http://crm114.sourceforge.net/
• https://github.com/bendiken/crm114
• http://www.elegantchaos.com/node/132
• http://www.paulgraham.com/spam.html
• http://replyz.com
• http://hatesitlovesit.com
• http://www.youtube.com/watch?
v=dm7yAWpX1Mc

Tuesday, December 14, 2010

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CRM114 - Classification made easy

1. CRM114 Classification made easy Tuesday, December 14, 2010

2. “CRM114 is a system to examine incoming e- mail, system log streams, data files or other data streams, and to sort, filter, or alter the incoming files or data streams according to the user's wildest desires.” Tuesday, December 14, 2010

3. “Ruby interface to the CRM114 Controllable Regex Mutilator, an advanced and fast text classifier that uses sparse binary polynomial matching with a Bayesian Chain Rule evaluator and a hidden Markov model to categorize data with up to a 99.87% accuracy” Tuesday, December 14, 2010

4. Classification? Tuesday, December 14, 2010

5. Bayesian Filtering Tuesday, December 14, 2010

6. Paul Graham A Plan for Spam Tuesday, December 14, 2010

7. • every email client • replyz.com • hatesitlovesit Tuesday, December 14, 2010

8. Tuesday, December 14, 2010

9. apt-get install crm114 Tuesday, December 14, 2010

10. gem install crm114 Tuesday, December 14, 2010

11. crm = Classifier::CRM114.new([:spam,:ham]) crm.train!(:spam “Buy a Watch as a gift at a discount!”) crm.train!(:ham, "I'll see you all tomorrow morning.") crm.classify(“It seems I have to be at the New York office tomorrow.”) Tuesday, December 14, 2010

12. -rwxr-xr-x 1 jjulian staff 588696 Jul 8 17:41 /usr/local/bin/crm spam.css ham.css Tuesday, December 14, 2010

13. live coding demo? Tuesday, December 14, 2010

14. hatesitlovesit.com Tuesday, December 14, 2010

15. Jonathan Julian @jonathanjulian jonathanjulian.com Tuesday, December 14, 2010

16. Resources • http://crm114.sourceforge.net/ • https://github.com/bendiken/crm114 • http://www.elegantchaos.com/node/132 • http://www.paulgraham.com/spam.html • http://replyz.com • http://hatesitlovesit.com • http://www.youtube.com/watch? v=dm7yAWpX1Mc Tuesday, December 14, 2010

CRM114 - Classification made easy

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