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Getting started with TensorFlow

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Veröffentlicht am

- What is Tenforflow?
- How does it work?
- Why would you use it?
- Demo / Tensorboard

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Getting started with TensorFlow

  1. 1. Getting started with TensorFlow by Anatolii Shkurpylo, Software Developer at ElifTech
  2. 2. www.eliftech.com Agenda 1. What is Tenforflow? 2. How does it work? 3. Why would you use it? 4. Demo / Tensorboard
  3. 3. www.eliftech.com What is TenforFlow?
  4. 4. www.eliftech.com TensorFlow - the most popular ML library in the World at present. ▪ Developed by Google Brain team for internal Google use. ▪ From November 2015 - released under open source license ▪ > 1000 contributors ▪ ~ 72000 stars ▪ > 35500 forks ▪ ~ 23000 commits
  5. 5. www.eliftech.com TensorFlow helps with
  6. 6. www.eliftech.com Highly Scalable ▪ Training on ▪ Data Center ▪ CPU, GPU, TPU ▪ Running on ▪ Mobile phones ▪ IoT devices ▪ ...
  7. 7. www.eliftech.com How does it work?
  8. 8. www.eliftech.com TensorFlow core Core in C++ ● very low overhead Different front ends ● Python, C++, Go, Java, Haskell, Rust
  9. 9. www.eliftech.com In TensorFlow all computation represented as Data Flow Graph
  10. 10. www.eliftech.com All variables represented as tensors Dataflow Graph (forward)
  11. 11. www.eliftech.com
  12. 12. www.eliftech.com Why would we use that?
  13. 13. www.eliftech.com DeepDream
  14. 14. www.eliftech.com TensorFlow can be used for solving a range of different problems ▪ Voice/Sound recognition ▪ Voice recognition (IoT, Automotive, Security, UX/UI) ▪ Voice Search (Telecoms, Handset) ▪ Sentiment Analysis (CRM) ▪ Flaw Detection (engine noise - Automotive, Aviation) ▪ Text Based Application ▪ Google translate ... ▪ Image Recognition ▪ Time Series ▪ Video Detection
  15. 15. www.eliftech.com TensorFlow is a good choice to start with ML
  16. 16. www.eliftech.com tf.estimator
  17. 17. www.eliftech.com Demo
  18. 18. www.eliftech.com
  19. 19. www.eliftech.com
  20. 20. www.eliftech.com Links ▪ http://playground.tensorflow.org ▪ https://www.tensorflow.org/get_started ▪ https://www.oreilly.com/learning/hello-tensorflow ▪ https://youtu.be/u4alGiomYP4 - I/O 2017 ▪ http://edwardlib.org/tutorials/tensorboard ▪ https://goo.gl/27vWqV
  21. 21. www.eliftech.com Thank you for attention! Find us at eliftech.com Have a question? Contact us: info@eliftech.com

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