Free PDF BookLearning Predictive Analytics with Python

[Get.82WM] Learning Predictive Analytics with Python

[Get.82WM] Learning Predictive Analytics with Python

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Gain practical insights into predictive modelling by implementing Predictive Analytics algorithms on public datasets with PythonAbout This BookA step-by-step guide to predictive modeling including lots of tips, tricks, and best practicesGet to grips with the basics of Predictive Analytics with PythonLearn how to use the popular predictive modeling algorithms such as Linear Regression, Decision Trees, Logistic Regression, and ClusteringWho This Book Is ForIf you wish to learn how to implement Predictive Analytics algorithms using Python libraries, then this is the book for you. If you are familiar with coding in Python (or some other programming/statistical/scripting language) but have never used or read about Predictive Analytics algorithms, this book will also help you. The book will be beneficial to and can be read by any Data Science enthusiasts. Some familiarity with Python will be useful to get the most out of this book, but it is certainly not a prerequisite.What You Will LearnUnderstand the statistical and mathematical concepts behind Predictive Analytics algorithms and implement Predictive Analytics algorithms using Python librariesAnalyze the result parameters arising from the implementation of Predictive Analytics algorithmsWrite Python modules/functions from scratch to execute segments or the whole of these algorithmsRecognize and mitigate various contingencies and issues related to the implementation of Predictive Analytics algorithmsGet to know various methods of importing, cleaning, sub-setting, merging, joining, concatenating, exploring, grouping, and plotting data with pandas and numpyCreate dummy datasets and simple mathematical simulations using the Python numpy and pandas librariesUnderstand the best practices while handling datasets in Python and creating predictive models out of themIn DetailSocial Media and the Internet of Things have resulted in an avalanche of data. Data is powerful but not in its raw form - It needs to be processed and modeled, and Python is one of the most robust tools out there to do so. It has an array of packages for predictive modeling and a suite of IDEs to choose from. Learning to predict who would win, lose, buy, lie, or die with Python is an indispensable skill set to have in this data age.This book is your guide to getting started with Predictive Analytics using Python. You will see how to process data and make predictive models from it. We balance both statistical and mathematical concepts, and implement them in Python using libraries such as pandas, scikit-learn, and numpy.You'll start by getting an understanding of the basics of predictive modeling, then you will see how to cleanse your data of impurities and get it ready it for predictive modeling. You will also learn more about the best predictive modeling algorithms such as Linear Regression, Decision Trees, and Logistic Regression. Finally, you will see the best practices in predictive modeling, as well as the different applications of predictive modeling in the modern world.Style and approachAll the concepts in this book been explained and illustrated using a dataset, and in a step-by-step manner. The Python code snippet to implement a method or concept is followed by the output, such as charts, dataset heads, pictures, and so on. The statistical concepts are explained in detail wherever required. Amazon Machine Learning - Predictive Analytics with AWS Amazon Machine Learning is a service that makes it easy for developers of all skill levels to use machine learning technology. Amazon Machine Learning provides ... Consulting Companies in Data Mining and - KDnuggets A B C D E F G H I J K L M N O P Q R S T U V W XYZ. 4i provides clients with cutting edge Growth Analytics including Predictive Market Foresight Growth Drivers ... Predictive Analytics - IBM Analytics Predictive Analytics Optimize the future with better decisions today. Watch video. Explore our products Predictive Analytics Times - predictive analytics & data ... Wise Practitioner Predictive Analytics Interview Series: Afsheen Alam at Allstate Insurance In anticipation of her upcoming conference presentation Our Success... Tutorials Kaggle Kaggle is your home for data science. Learn new skills build your career collaborate with other data scientists and compete in world-class machine learning challenges. Investment Banking Business Analytics ... - Imarticus Leading Financial Services and Analytics Education Firm. Imarticus Learning is a professional education institute focused on bridging the gap between industry ... 10 Enterprise Predictive Analytics Platforms Compared A detailed comparison and ranking of 10 enterprise predictive analytics platforms: FICO IBM KXEN Oracle Revolution Analytics Salford Systems SAP SAS Statsoft ... Statistics.com - Predictive Analytics Project Capstone In this online course Predictive Analytics Project Capstone you will apply data mining techniques in a real world case study. The case study concerns ... Statistics.com - Predictive Analytics 1 - Machine Learning ... Predictive Analytics 1 - Machine Learning Tools taught by Anthony Babinec and Galit Shmueli What is predictive analytics? - Definition from WhatIs.com Predictive analytics is a form of advanced analytics that uses both new and historical data to forecast future activity behavior and trends. It involves applying ...
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