Pro Machine Learning Algorithms

Pro Machine Learning Algorithms

Bridge the gap between a high-level understanding of how an algorithm works and knowing the nuts and bolts to tune your models better. This book will give you the confidence and skills when developing all the major machine learning models. In Pro Machine Learning Algorithms, you will first develop the algorithm in Excel so that you get a practical understanding of all the levers that can be tuned in a model, before implementing the models in Python/R.
You will cover all the major algorithms: supervised and unsupervised learning, which include linear/logistic regression; k-means clustering; PCA; recommender system; decision tree; random forest; GBM; and neural networks. You will also be exposed to the latest in deep learning through CNNs, RNNs, and word2vec for text mining. You will be learning not only the algorithms, but also the concepts of feature engineering to maximize the performance of a model. You will see the theory along with case studies, such as sentiment classification, fraud detection, recommender systems, and image recognition, so that you get the best of both theory and practice for the vast majority of the machine learning algorithms used in industry. Along with learning the algorithms, you will also be exposed to running machine-learning models on all the major cloud service providers.
You are expected to have minimal knowledge of statistics/software programming and by the end of this book you should be able to work on a machine learning project with confidence. 
You will:Get an in-depth understanding of all the major machine learning and deep learning algorithms 
Fully appreciate the pitfalls to avoid while building models
Implement machine learning algorithms in the cloud 
Follow a hands-on approach through case studies for each algorithmGain the tricks of ensemble learning to build more accurate modelsDiscover the basics of programming in R/Python and the Keras framework for deep learning



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Pro Machine Learning Algorithms


Pro Machine Learning Algorithms Download Now Read Online

Author by : V Kishore Ayyadevara
Languange Used : en
Release Date : 2018-06-30
Publisher by : Apress






Pro Machine Learning Algorithms


Pro Machine Learning Algorithms Download Now Read Online

Author by : V Kishore Ayyadevara
Languange Used : en
Release Date : 2018-07-01
Publisher by : Apress






Machine Learning For Dummies


Machine Learning For Dummies Download Now Read Online

Author by : John Paul Mueller
Languange Used : en
Release Date : 2016-05-11
Publisher by : John Wiley & Sons






Machine Learning In Action


Machine Learning In Action Download Now Read Online

Author by : Peter Harrington
Languange Used : en
Release Date : 2011-12
Publisher by : Manning Publications






Deep Learning


Deep Learning Download Now Read Online

Author by : Ian Goodfellow
Languange Used : en
Release Date : 2016-11-10
Publisher by : MIT Press






Pro Deep Learning With Tensorflow


Pro Deep Learning With Tensorflow Download Now Read Online

Author by : Santanu Pattanayak
Languange Used : en
Release Date : 2017-12-06
Publisher by : Apress






Deep Learning By Example


Deep Learning By Example Download Now Read Online

Author by : Ahmed Menshawy
Languange Used : en
Release Date : 2018-02-28
Publisher by : Packt Publishing Ltd






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