TensorFlow and Google Cloud Machine Learning
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
