EAN: 9781547417957

BIG DATA ANALYTICS METHODS - PETER GHAVAMI KART...

Big Data Analytics Methods unveils secrets to advanced analytics techniques ranging from
machine learning  random forest classifiers  predictive modeling  cluster analysis  natural
language processing (NLP)  Kalman filtering and ensembles of models for optimal accuracy of
analysis and prediction. More than 100 analytics techniques and methods provide big data
professionals  business intelligence professionals and citizen data scientists insight on how
to overcome challenges and avoid common pitfalls and traps in data analytics. The book offers
solutions and tips on handling missing data  noisy and dirty data  error reduction and boosting
signal to reduce noise. It discusses data visualization  prediction  optimization  artificial
intelligence  regression analysis  the Cox hazard model and many analytics using case examples
with applications in the healthcare  transportation  retail  telecommunication  consulting 
manufacturing  energy and financial services industries. This book's state of the art treatment
of advanced data analytics methods and important best practices will help readers succeed in
data analytics.

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