TensorFlow and Google Cloud Machine Learning

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Dimensionality Reduction

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Docker

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Face detection

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Google Cloud Machine Learning

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How do you classify points

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MNIST example

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Programming complex

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Recurrent Neural Networks

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Speech API

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Tensor Flow tutorials

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Text detection

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Vision API demo

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Why not use large hidden layers

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TensorFlow

1. Open source machine learning library

Machine Learning

Use probability/statistics for finding the difference between Apple and oranges

Multidimensional reputations

Speech, image

Tensor

Multi dimensional array - e.g., scalar, vector, matrix, cube

Computer Vision

1.

Could vision API

1. Complex image detection with a simple REST request

Examples

1. Google photos 2. Image search

Making an api request

1. Image input - base64imagerequest 2. Comes with a score 3. Landmark detection - Call an API and get a request 4. First 1000 requests free

Deep Learning

1. Neural networks - lots of matrix multiplication 2. Slow to train 3. Neural networks 2.0

The machine learning spectrum

1. Tensor Flow 2. Google Cloud Machine learning 3. Machine Learning API's

Logistic regression

99.0% accuracy

Flow

A graph that defines operations like + to do with data (tensors). A lot like numpy Fast Math with tensors

Neural Network

Playground.tensorflow.org


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