Learning Bit by Bit – Hidden Markov Models

Part of Speech Tagging and HMM’s

I thought it might be appropriate to begin this posting on Hidden Markov Models and POS with the above video… I came home last night to find my roommate watching this on YouTube. A live concert of Hatsune Miku a synthetic Japanese idol developed from Yamaha’s Vocaloid software. The software offers an interface for building synthesized vocal lyrics from text. I’ve used various versions of the software in the past and found the interpretation of  direct text dictionary without using the custom phonology characters to be quite impressive. In any case it’s amazing to see a crowd of people so immersed in a rear projection of an animated character. In this case a fan base and mythology created entirely from TTS. …I felt a nice vignette  after witnessing Watson’s victory a few weeks ago and as we start to think more about language recognition and synthesis… in relative form a milestone achieved not through logic but through an emotive  form.

Using POS tagging / HMM’s with text generation

While I was able to tag “War and Peace” from last week with parts of speech with a decent level of accuracy (minus the Russian and French at times)… however, I struggled to integrate this with a language generation model with LingPipe or NLTK. Something I am really interested in doing.

Text Mash Ups (“Paradise Lost” and Lanier’s “You are not a gadget”)

I found this passage to be pretty amazing:

I Of Man’s first enterprise , and the Facebook Of that forbidden lord whose mortal nonfiction Brought haphazard into the account , and all our woe , With accuser of Eden , till one greater Man Restore us , and regain the blissful mainstream , Sing , Heavenly worse , that , on the arena definition Of opening-of-everyoneâ , or of Sinai , didst Smith That Academic who first taught the chosen Hip-hop In the beginning how the heavens and Catalog Rose out of mobile : central , if stake Second Large thee more , and Siloa’s promotion that flowed Fast by the self-promotion of God , I thence Invoke crash aid to my adventurous silicon , That with no Second-Order childlike intends to soar Above th’ Aonian trolldom , while it pursues Things unattempted yet in interaction or doubt .

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