Feature Engineering Made Easy
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Feature Engineering Made Easy
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Author : Sinan Ozdemir
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-01-22
Feature Engineering Made Easy written by Sinan Ozdemir and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-22 with Computers categories.
A perfect guide to speed up the predicting power of machine learning algorithms Key Features Design, discover, and create dynamic, efficient features for your machine learning application Understand your data in-depth and derive astonishing data insights with the help of this Guide Grasp powerful feature-engineering techniques and build machine learning systems Book Description Feature engineering is the most important step in creating powerful machine learning systems. This book will take you through the entire feature-engineering journey to make your machine learning much more systematic and effective. You will start with understanding your data—often the success of your ML models depends on how you leverage different feature types, such as continuous, categorical, and more, You will learn when to include a feature, when to omit it, and why, all by understanding error analysis and the acceptability of your models. You will learn to convert a problem statement into useful new features. You will learn to deliver features driven by business needs as well as mathematical insights. You'll also learn how to use machine learning on your machines, automatically learning amazing features for your data. By the end of the book, you will become proficient in Feature Selection, Feature Learning, and Feature Optimization. What you will learn Identify and leverage different feature types Clean features in data to improve predictive power Understand why and how to perform feature selection, and model error analysis Leverage domain knowledge to construct new features Deliver features based on mathematical insights Use machine-learning algorithms to construct features Master feature engineering and optimization Harness feature engineering for real world applications through a structured case study Who this book is for If you are a data science professional or a machine learning engineer looking to strengthen your predictive analytics model, then this book is a perfect guide for you. Some basic understanding of the machine learning concepts and Python scripting would be enough to get started with this book.
Machine Learning In Data Science Using Python
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Author : Dr. Ben Sujitha, Dr. G. Najeeb Ahmed, Dr. Napa Ram Chauhan, Dr. Rashmi Shekhar
language : en
Publisher: BR Publications
Release Date : 2025-12-31
Machine Learning In Data Science Using Python written by Dr. Ben Sujitha, Dr. G. Najeeb Ahmed, Dr. Napa Ram Chauhan, Dr. Rashmi Shekhar and has been published by BR Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-12-31 with Computers categories.
Machine Learning in Data Science Using Python focuses on applying intelligent algorithms to extract meaningful insights from large datasets. Python provides a powerful and flexible platform with libraries such as NumPy, Pandas, Matplotlib, and Scikit-learn for data analysis and model development. The subject covers data preprocessing, feature engineering, and exploratory data analysis. Machine learning techniques like regression, classification, clustering, and dimensionality reduction are used to identify patterns and make predictions. Model training and evaluation ensure accuracy and reliability. Visualization helps in understanding trends and relationships in data. Python enables rapid prototyping and scalable solutions. The integration of machine learning with data science supports decision-making across industries. Applications include healthcare, finance, marketing, and automation. Ethical data usage and model interpretability are emphasized. Overall, this field equips learners with practical skills to build data-driven intelligent systems and solve real-world problems effectively.
Automobile Repairing Made Easy
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Author : Victor Wilfred Pagé
language : en
Publisher:
Release Date : 1915
Automobile Repairing Made Easy written by Victor Wilfred Pagé and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1915 with Automobiles categories.
Small Business Taxes Made Easy Third Edition
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Author : Eva Rosenberg
language : en
Publisher: McGraw Hill Professional
Release Date : 2017-01-20
Small Business Taxes Made Easy Third Edition written by Eva Rosenberg and has been published by McGraw Hill Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-01-20 with Business & Economics categories.
Axiom Business Book Award Gold Medal Winner Don’t be taxed out of business! Know your rights and KEEP MORE OF WHAT YOU EARN It’s great to start a business and be your own boss—but with all the taxes you pay, it sometimes feels like you’re working for the government. This book teaches you ways to work smarter – not harder! The go-to tax guide for small-business owners is packed with tips for dramatically lowering your taxes. This new edition covers key provisions passed by Congress that will affect your taxes for 2016 through 2020. It includes: • Enhanced checklists • Improved entity comparisons • Updates on valuable business resources and tools • New information about depreciation • Critical home-office information • Need-to-know online business issues • Expanded tips on Tax Notices and audits Small Business Taxes Made Easy covers more than just taxes. It includes business plans, legal tax-cutting tips, and ways to build your dynasty – or develop a smart exit plan (think Venture Capital or IPO). Best of all, you learn how to increase your profits and your cash flow and to ensure your business is a success. You have more rights as a taxpayer than you probably realize, and this unparalleled guide helps you exercise them to the max! Small Business Taxes Made Easy offers easy-to-follow, actionable advice with timeless information. Whatever kind of business you run, this book provides everything you need to hold on to more of the profits you’ve worked so hard for.
Handbook Of Dredging Engineering
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Author : John B. Herbich
language : en
Publisher: McGraw Hill Professional
Release Date : 2000
Handbook Of Dredging Engineering written by John B. Herbich and has been published by McGraw Hill Professional this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Reference categories.
Authoritative, up-to-date guide to dredging theory and practice. From selecting the right equipment, to evaluating environmental impact, to bidding on a project, Handbook of Dredging Engineering, Second Edition, is the last word on modern hydraulic dredging. Edited by John B. Herbich, with contributions by well-know experts in the field, the Handbook examines basic fluid mechanics; dredge pumps; dredging equipment; sediment; pipeline transport of solids; dredging methods; disposal and placement of dredged material; numerical models for predicting the fate of dredged material placed in open water; environmental effects of dredging activities; instrumentation and automation; and project planning. This vital new edition covers major advances made over the last seven years. Three chapters are new to this edition: numerical models for predicting the fate of dredged material...subaqueous capping of contaminated sediment...and removal of contaminated sediments by dredging, with illustrative case studies.
The Colliery Engineer And Metal Miner
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Author :
language : en
Publisher:
Release Date : 1895
The Colliery Engineer And Metal Miner written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1895 with Coal mines and mining categories.
The American Monthly Review Of Reviews
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Author :
language : en
Publisher:
Release Date : 1898
The American Monthly Review Of Reviews written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1898 with American literature categories.
Motor Age
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Author :
language : en
Publisher:
Release Date : 1939
Motor Age written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1939 with Automobile industry and trade categories.
Engineering Digest
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Author :
language : en
Publisher:
Release Date : 1984
Engineering Digest written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1984 with Engineering categories.
Engineering News Record
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Author :
language : en
Publisher:
Release Date : 1929-07
Engineering News Record written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1929-07 with Engineering categories.