[Pycon] [new paper] "Alexander Hendorf" - Deep Learning with PyTorch for Fun and Profit (Part III / Italian Edition: Divina Commedia)
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Dom 6 Gen 2019 19:44:28 CET
Title: Deep Learning with PyTorch for Fun and Profit (Part III / Italian Edition: Divina Commedia)
Duration: 60 (includes Q&A)
Q&A Session: 15
Language: en
Type: Talk
Abstract: There are all these great articles and blog posts about Deep Learning describing all that awesome stuff. - Is it all that easy? Let's check!
We'll look into: style transfer (making a picture look like painting), speech generation (like Siri or Alexa) and text generation (writing a story). In this talk I'll describe the whole journey: A fun ride from the idea to the very end including all the struggles, failures and successes.
This is an ongoing talk on how far we can get creating a full [radio drama (Hörspiel)][1] with deep learning and the resources required.
Steps, we'll cover:
- The data challenge: get the data ready
- Creating a character-level language models with an Recurrent Neural Network
- Creating a text generator
- Creating artwork
- Synthesising speech
- Making it sound like a real person
In this special PyCon X edition we will also try to recreate text in the style of Dante' Divina Commedia.
[1]: https://en.wikipedia.org/wiki/Radio_drama
Tags: [u'art', u'deep learning', u'Pytorch', u'nlp', u'Artificial Intelligence']
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