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Tensorflow
Open-source library for dataflow programming
History
AI winters
ML methods
ML methods
Supervised vs Unsupervised
Supervised learning process
Supervised learning uses
Unsupervised
Unsupervised Learning
Workshop
Tensorflow Playgound
https://playground.tensorflow.org
What is Tensorflow
TensorFlow™ is an open source software library for high performance numerical computation. Its flexible
architecture allows easy deployment of computation across a variety of platforms (CPUs, GPUs, TPUs),
and from desktops to clusters of servers to mobile and edge devices. Originally developed by researchers
and engineers from the Google Brain team within Google’s AI organization, it comes with strong support for
machine learning and deep learning and the flexible numerical computation core is used across many other
scientific domains.
Tensorflow High Level API
Workshop
Estimators
https://www.tensorflow.org/programmers_guide/estimators
Feature columns
Basics
Linear regression
Logistic regression
Softmax
Neural Networks
Gradient Descent
Under the hood
Single neuron
Feature columns
Sigmoid & Softmax
Neural Network Types
Gradient Descent
Workshop
Tensorflow js
https://js.tensorflow.org
Tensorflow
Tensorflow

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Tensorflow