Aprendizaje automático aplicado utilizando TensorFlow
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The document discusses TensorFlow, an open source machine learning framework developed by Google. It provides an overview of TensorFlow, describing it as a dataflow graph used to express machine learning algorithms like neural networks. Examples are given of how TensorFlow is used across Google products and by other companies for applications like computer vision, speech recognition, and machine translation. Resources for learning TensorFlow are also listed, including videos, books, and code labs.
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TensorFlow Object Detection API, cena con amigos
TensorFlow Object Detection en videos, basta de pizza, donuts y cakes…
TensorFlow Object Detection, una mirada a las publicaciones en Facebook
TensorFlow radiografía de imágenes utilizando Object Detection con App Engine
TensorFlow Object Detection sobre Telegram Bot, mi desayuno, frutas y una conversación interactiva.
ref: https://github.com/tensorflow/models/tree/master/object_detection](https://image.slidesharecdn.com/pzgpot5er7ai64ycp6oc-signature-ebd59bbb67f278e82f8658cd5a7083c3b2a7c04c5049bc24409f36e77c7b738c-poli-170831151911/85/Aprendizaje-automatico-aplicado-utilizando-TensorFlow-4-320.jpg)
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Google Photos
22
Smart reply
in Inbox by Gmail
10%
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sent on mobile](https://image.slidesharecdn.com/pzgpot5er7ai64ycp6oc-signature-ebd59bbb67f278e82f8658cd5a7083c3b2a7c04c5049bc24409f36e77c7b738c-poli-170831151911/85/Aprendizaje-automatico-aplicado-utilizando-TensorFlow-22-320.jpg)
![Story [spanish]
TensorFlow Object Detection API, cena con amigos
TensorFlow Object Detection en videos, basta de pizza, donuts y cakes…
TensorFlow Object Detection, una mirada a las publicaciones en Facebook
TensorFlow radiografía de imágenes utilizando Object Detection con App Engine
TensorFlow Object Detection sobre Telegram Bot, mi desayuno, frutas y una conversación interactiva.](https://image.slidesharecdn.com/pzgpot5er7ai64ycp6oc-signature-ebd59bbb67f278e82f8658cd5a7083c3b2a7c04c5049bc24409f36e77c7b738c-poli-170831151911/85/Aprendizaje-automatico-aplicado-utilizando-TensorFlow-33-320.jpg)
Aprendizaje automático aplicado utilizando TensorFlow
- 1. Aprendizaje automático aplicado utilizando TensorFlow Nicolas Bortolotti @nickbortolotti
- 2. Comunicación @nickbortolotti G+ - Linkedin - Facebook Agenda ● Visión General TensorFlow ● Computer Vision Stories, TensorFlow Object Detection API ● Recursos sobre TensorFlow ● Preguntas
- 3. Story Object Detection, dinner with friends. TensorFlow Object Detection in videos, avoiding pizza, donuts and cakes. TensorFlow Object Detection, an overview of Facebook publications. TensorFlow Photo x-Ray Object Detection with App Engine. Tensor Flow Object Detection over Telegram Bot, my breakfast, fruits and an interactive conversation. ref: https://github.com/tensorflow/models/tree/master/object_detection
- 4. Story [spanish] TensorFlow Object Detection API, cena con amigos TensorFlow Object Detection en videos, basta de pizza, donuts y cakes… TensorFlow Object Detection, una mirada a las publicaciones en Facebook TensorFlow radiografía de imágenes utilizando Object Detection con App Engine TensorFlow Object Detection sobre Telegram Bot, mi desayuno, frutas y una conversación interactiva. ref: https://github.com/tensorflow/models/tree/master/object_detection
- 5. Recursos Tensor Flow Videos: TensorFlow: Machine Learning for Everyone TensorFlow Dev Summit 2017 Machine Learning Recipes with Josh Gordon Open Source TensorFlow Models (Google I/O '17) Books: “Hello World” en TensorFlow (free + spanish) Hands-On Machine Learning with Scikit-Learn and TensorFlow Building Machine Learning Projects with TensorFlow Code Labs: TensorFlow for poets 1/2 https://www.tensorflow.org/
- 6. El espectro del Aprendizaje Automático TensorFlow Cloud Machine Learning Machine Learning APIs Industry / applications Academic / research credits: Kaz Sato
- 7. La librería open source de Google para aprendizaje inteligente. tensorflow.org se lanzó en Nov 2015 La segunda generación utilizada por muchos proyectos de producción ML Que es TensorFlow? credits: Kaz Sato
- 8. Que es TensorFlow? Tensor: Arreglo N-dimensional Flow: data flow computation framework (like MapReduce) *Para Machine Learning y Deep Learning o cualquier aplicación de HPC (High Performance Computing) credits: Kaz Sato
- 11. TensorFlow: Expressing High-Level ML Computations ● Different front ends for specifying/driving the computation ○ Python and C++ today, easy to add more Core TensorFlow Execution System CPU GPU Android iOS ... C++ front end Python front end ... credits: Jeff Dean ● Core in C++ ○ Very low overhead
- 12. MatMul Add Relu biases weights examples labels Xent Graph of Nodes, also called Operations or ops. Computation is a dataflow graph credits: Jeff Dean
- 13. with tensors MatMul Add Relu biases weights examples labels Xent Edges are N-dimensional arrays: Tensors Computation is a dataflow graph credits: Jeff Dean
- 14. with state Add Mul biases ... learning rate −=... 'Biases' is a variable −= updates biasesSome ops compute gradients Computation is a dataflow graph credits: Jeff Dean
- 15. GPU 0 CPU Add Mul biases learning rate Assign Sub ... ... distributedComputation is a dataflow graph credits: Jeff Dean
- 16. Hours 2.6 hours vs. 79.3 hours (30.5X) 10 GPUs 50 GPUs 1 GPU Image Model Training Time credits: Jeff Dean
- 17. TensorBoard: herramienta de visualización credits: Kaz Sato
- 18. Portable ● Training on: ○ Data Center ○ CPUs, GPUs and etc ● Running on: ○ Mobile phones ○ IoT devices credits: Kaz Sato
- 19. Tensor Processing Unit ASIC for TensorFlow Designed by Google 10x better perf / watt latency and efficiency bit quantization credits: Kaz Sato
- 20. Use Cases
- 21. signal for Search ranking, out of hundreds improvement to ranking quality in 2+ years #3 #1 Search machine learning for search engines RankBrain: a deep neural network for search ranking
- 22. [glacier] Google Photos 22 Smart reply in Inbox by Gmail 10% of all responses sent on mobile
- 23. Google Translate with Neural Machine Translation ref: https://research.googleblog.com/2016/09/a-neural-network-for-machine.html
- 24. AlphaGo
- 25. Saved Data Center cooling energy for 40% Improved Power Usage Effectiveness (PUE) for 15%
- 26. Detection of Diabetic disease: better than doctors ref: https://research.googleblog.com/2016/11/deep-learning-for-detection-of-diabetic.html
- 28. Android Apps Gmail Maps Photos Speech Search Translation YouTube and many others ... Used across products: 2012 2013 2014 2015 Deep Learning usage at Google
- 31. Models References: https://github.com/tensorflow/models ● object_detection: localizing and identifying multiple objects in a single image. ● inception: deep convolutional networks for computer vision. ● im2txt: image-to-text neural network for image captioning. ● audioset: Models and supporting code for use with AudioSet. ● syntaxnet: neural models of natural language syntax. ● video_prediction: predicting future video frames with neural advection. ● ...
- 32. Story Object Detection, dinner with friends. TensorFlow Object Detection in videos, avoiding pizza, donuts and cakes. TensorFlow Object Detection, an overview of Facebook publications. TensorFlow Photo x-Ray Object Detection with App Engine. Tensor Flow Object Detection over Telegram Bot, my breakfast, fruits and an interactive conversation.
- 33. Story [spanish] TensorFlow Object Detection API, cena con amigos TensorFlow Object Detection en videos, basta de pizza, donuts y cakes… TensorFlow Object Detection, una mirada a las publicaciones en Facebook TensorFlow radiografía de imágenes utilizando Object Detection con App Engine TensorFlow Object Detection sobre Telegram Bot, mi desayuno, frutas y una conversación interactiva.
- 34. Recursos Tensor Flow Videos: TensorFlow: Machine Learning for Everyone TensorFlow Dev Summit 2017 Machine Learning Recipes with Josh Gordon Open Source TensorFlow Models (Google I/O '17) Books: “Hello World” en TensorFlow (free + spanish) Hands-On Machine Learning with Scikit-Learn and TensorFlow Building Machine Learning Projects with TensorFlow Code Labs: TensorFlow for poets 1/2 https://www.tensorflow.org/
- 35. Thanks!