Practical Machine Learning with Python

Written By Dipanjan Sarkar
Practical Machine Learning with Python
  • Publsiher : Apress
  • Release : 22 December 2017
  • ISBN : 9781484232064
  • Pages : 530 pages
  • Rating : /5 from reviews
GET THIS BOOKPractical Machine Learning with Python


Download or read book entitled Practical Machine Learning with Python by author: Dipanjan Sarkar which was release on 22 December 2017 and published by Apress with total page 530 pages . This book available in PDF, EPUB and Kindle Format. Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples that leverage the popular Python machine learning ecosystem, this book is your perfect companion for learning the art and science of machine learning to become a successful practitioner. The concepts, techniques, tools, frameworks, and methodologies used in this book will teach you how to think, design, build, and execute machine learning systems and projects successfully. Practical Machine Learning with Python follows a structured and comprehensive three-tiered approach packed with hands-on examples and code. Part 1 focuses on understanding machine learning concepts and tools. This includes machine learning basics with a broad overview of algorithms, techniques, concepts and applications, followed by a tour of the entire Python machine learning ecosystem. Brief guides for useful machine learning tools, libraries and frameworks are also covered. Part 2 details standard machine learning pipelines, with an emphasis on data processing analysis, feature engineering, and modeling. You will learn how to process, wrangle, summarize and visualize data in its various forms. Feature engineering and selection methodologies will be covered in detail with real-world datasets followed by model building, tuning, interpretation and deployment. Part 3 explores multiple real-world case studies spanning diverse domains and industries like retail, transportation, movies, music, marketing, computer vision and finance. For each case study, you will learn the application of various machine learning techniques and methods. The hands-on examples will help you become familiar with state-of-the-art machine learning tools and techniques and understand what algorithms are best suited for any problem. Practical Machine Learning with Python will empower you to start solving your own problems with machine learning today! What You'll Learn Execute end-to-end machine learning projects and systems Implement hands-on examples with industry standard, open source, robust machine learning tools and frameworks Review case studies depicting applications of machine learning and deep learning on diverse domains and industries Apply a wide range of machine learning models including regression, classification, and clustering. Understand and apply the latest models and methodologies from deep learning including CNNs, RNNs, LSTMs and transfer learning. Who This Book Is For IT professionals, analysts, developers, data scientists, engineers, graduate students

Practical Machine Learning with Python

Practical Machine Learning with Python
  • Author : Dipanjan Sarkar,Raghav Bali,Tushar Sharma
  • Publisher : Apress
  • Release Date : 2017-12-22
  • Total pages : 530
  • ISBN : 9781484232064
GET BOOK

Summary : Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples that leverage the popular Python machine learning ecosystem, this book is your perfect companion for learning the art and science of machine learning to become a successful practitioner. The concepts, ...

Practical Machine Learning for Data Analysis Using Python

Practical Machine Learning for Data Analysis Using Python
  • Author : Abdulhamit Subasi
  • Publisher : Academic Press
  • Release Date : 2020-06-05
  • Total pages : 534
  • ISBN : 9781484232064
GET BOOK

Summary : Practical Machine Learning for Data Analysis Using Python is a problem solver’s guide for creating real-world intelligent systems. It provides a comprehensive approach with concepts, practices, hands-on examples, and sample code. The book teaches readers the vital skills required to understand and solve different problems with machine learning. It ...

Practical Machine Learning

Practical Machine Learning
  • Author : Sunila Gollapudi
  • Publisher : Packt Publishing Ltd
  • Release Date : 2016-01-30
  • Total pages : 468
  • ISBN : 9781484232064
GET BOOK

Summary : Tackle the real-world complexities of modern machine learning with innovative, cutting-edge, techniques About This Book Fully-coded working examples using a wide range of machine learning libraries and tools, including Python, R, Julia, and Spark Comprehensive practical solutions taking you into the future of machine learning Go a step further and ...

Practical Machine Learning for Streaming Data with Python

Practical Machine Learning for Streaming Data with Python
  • Author : Sayan Putatunda
  • Publisher : Apress
  • Release Date : 2021-04-09
  • Total pages : 118
  • ISBN : 9781484232064
GET BOOK

Summary : Design, develop, and validate machine learning models with streaming data using the Scikit-Multiflow framework. This book is a quick start guide for data scientists and machine learning engineers looking to implement machine learning models for streaming data with Python to generate real-time insights. You'll start with an introduction to streaming ...

Practical Machine Learning with R

Practical Machine Learning with R
  • Author : Brindha Priyadarshini Jeyaraman,Ludvig Renbo Olsen,Monicah Wambugu
  • Publisher : Packt Publishing Ltd
  • Release Date : 2019-08-30
  • Total pages : 416
  • ISBN : 9781484232064
GET BOOK

Summary : Understand how machine learning works and get hands-on experience of using R to build algorithms that can solve various real-world problems Key Features Gain a comprehensive overview of different machine learning techniques Explore various methods for selecting a particular algorithm Implement a machine learning project from problem definition through to ...

Practical Machine Learning with H2O

Practical Machine Learning with H2O
  • Author : Darren Cook
  • Publisher : "O'Reilly Media, Inc."
  • Release Date : 2016-12-05
  • Total pages : 300
  • ISBN : 9781484232064
GET BOOK

Summary : Machine learning has finally come of age. With H2O software, you can perform machine learning and data analysis using a simple open source framework that’s easy to use, has a wide range of OS and language support, and scales for big data. This hands-on guide teaches you how ...

Large Scale Machine Learning with Python

Large Scale Machine Learning with Python
  • Author : Bastiaan Sjardin,Luca Massaron,Alberto Boschetti
  • Publisher : Packt Publishing Ltd
  • Release Date : 2016-08-03
  • Total pages : 420
  • ISBN : 9781484232064
GET BOOK

Summary : Learn to build powerful machine learning models quickly and deploy large-scale predictive applications About This Book Design, engineer and deploy scalable machine learning solutions with the power of Python Take command of Hadoop and Spark with Python for effective machine learning on a map reduce framework Build state-of-the-art models and ...

Python Machine Learning

Python Machine Learning
  • Author : Sebastian Raschka,Vahid Mirjalili
  • Publisher : Packt Publishing Ltd
  • Release Date : 2017-09-20
  • Total pages : 622
  • ISBN : 9781484232064
GET BOOK

Summary : Unlock modern machine learning and deep learning techniques with Python by using the latest cutting-edge open source Python libraries. About This Book Second edition of the bestselling book on Machine Learning A practical approach to key frameworks in data science, machine learning, and deep learning Use the most powerful Python ...

Practical Machine Learning with Python

Practical Machine Learning with Python
  • Author : Dipanjan Sarkar,Raghav Bali,Tushar Sharma
  • Publisher : Unknown
  • Release Date : 2018
  • Total pages : 212
  • ISBN : 9781484232064
GET BOOK

Summary : Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples that leverage the popular Python machine learning ecosystem, this book is your perfect companion for learning the art and science of machine learning to become a successful practitioner. The concepts, ...

Practical Machine Learning with Python

Practical Machine Learning with Python
  • Author : Dipanjan Sarkar,Raghav Bali,Tushar Sharma
  • Publisher : Apress
  • Release Date : 2017-12-20
  • Total pages : 530
  • ISBN : 9781484232064
GET BOOK

Summary : Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples that leverage the popular Python machine learning ecosystem, this book is your perfect companion for learning the art and science of machine learning to become a successful practitioner. The concepts, ...

Practical Machine Learning Innovations in Recommendation

Practical Machine Learning  Innovations in Recommendation
  • Author : Ted Dunning,Ellen Friedman
  • Publisher : "O'Reilly Media, Inc."
  • Release Date : 2014-08-18
  • Total pages : 56
  • ISBN : 9781484232064
GET BOOK

Summary : Building a simple but powerful recommendation system is much easier than you think. Approachable for all levels of expertise, this report explains innovations that make machine learning practical for business production settings—and demonstrates how even a small-scale development team can design an effective large-scale recommendation system. Apache Mahout committers ...

Python Real World Machine Learning

Python  Real World Machine Learning
  • Author : Prateek Joshi,John Hearty,Bastiaan Sjardin,Luca Massaron,Alberto Boschetti
  • Publisher : Packt Publishing Ltd
  • Release Date : 2016-11-14
  • Total pages : 941
  • ISBN : 9781484232064
GET BOOK

Summary : Learn to solve challenging data science problems by building powerful machine learning models using Python About This Book Understand which algorithms to use in a given context with the help of this exciting recipe-based guide This practical tutorial tackles real-world computing problems through a rigorous and effective approach Build state-of-the-art ...

Building Machine Learning Systems with Python Second Edition

Building Machine Learning Systems with Python   Second Edition
  • Author : Willi Richert
  • Publisher : Unknown
  • Release Date : 2015-03-26
  • Total pages : 326
  • ISBN : 9781484232064
GET BOOK

Summary : This book primarily targets Python developers who want to learn and use Python's machine learning capabilities and gain valuable insights from data to develop effective solutions for business problems....

Practical Machine Learning and Image Processing

Practical Machine Learning and Image Processing
  • Author : Himanshu Singh
  • Publisher : Apress
  • Release Date : 2019-02-26
  • Total pages : 169
  • ISBN : 9781484232064
GET BOOK

Summary : Gain insights into image-processing methodologies and algorithms, using machine learning and neural networks in Python. This book begins with the environment setup, understanding basic image-processing terminology, and exploring Python concepts that will be useful for implementing the algorithms discussed in the book. You will then cover all the core image ...

Pragmatic Machine Learning with Python

Pragmatic Machine Learning with Python
  • Author : Avishek Nag
  • Publisher : BPB Publications
  • Release Date : 2020-04-30
  • Total pages : 340
  • ISBN : 9781484232064
GET BOOK

Summary : An easy-to-understand guide to learn practical Machine Learning techniques with Mathematical foundations KEY FEATURES - A balanced combination of underlying mathematical theories & practical examples with Python code - Coverage of latest topics like multi-label classification, Text Mining, Doc2Vec, Word2Vec, XMeans clustering, unsupervised outlier detection, techniques to deploy ML ...