A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summary So, you’ve used the techniques we have learned throughout the first 18 chapters and you have created a sick Machine Learning Model that will change the world. But, how do you take it from a model…

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summary When I traditionally thought of Machine Learning and Artificial Learning before beginning on my learning journey Reinforcement Learning was essentially what I thought of. It is the process in which a computer, or computer powered robot…

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Generative Adversarial Networks Generative Adversarial Networks (GANs) are just that, adversarial. I like to think of GANs as a form of coevolution like one would see in nature. One example of this is the cheetah and the gazelle. We…

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summary This chapter took what we learned about RNNs in the last chapter and built on it to talk about how we deal with Natural Language Processing specifically. In it Géron talked about basic methods, predictive text…

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summary Recurrent Neural Networks are a lot like the neural networks that we have already learned about thus far but with one main difference, they have the ability to learn both forwards and backwards. I will get…

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summary This chapter introduced us about the concept of Convolutional Neural Networks and walked us through multiple examples and techniques as they pertain to Computer Vision problems. Convolutional Neural Networks are multi layer perceptron's that build up…

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summary This chapter focused on the different ways that TensorFlow allows you to store and process data using built-in functionality. …

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summary Tensorflow is very similar to NumPy but it includes GPU support. Built on top of this NumPy like base are a great deal of highly optimized APIs and libraries that are optimized to work on large…

A Review of Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow by Aurélien Géron Summmary This chapter focuses on Deep Learning and techniques that can be used to keep neural networks from getting out of hand as their complexities get deeper. Traditionally Deep Learning is defined as a neural network that…