Practical Data Science with Python: Learn tools and techniques from hands-on examples to extract insights from data
Artikelnr.: 43287399

Practical Data Science with Python: Learn tools and techniques from hands-on examples to extract insights from data

Artikelnr.: 43287399
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Discover tools, techniques, and insights to extract meaningful data with hands-on examples. Explore Practical Data Science with Python at Ubuy curacao.
  • Learn to effectively manage data and execute data science projects from start to finish using PythonKey FeaturesUnderstand and utilize data science tools in Python, such as specialized machine learning algorithms and statistical modelingBuild a strong data science foundation with the best data science tools available in PythonAdd value to yourself, your organization, and society by extracting actionable insights from raw dataBook DescriptionPractical Data Science with Python teaches you core data science concepts, with real-world and realistic examples, and strengthens your grip on the basic as well as advanced principles of data preparation and storage, statistics, probability theory, machine learning, and Python programming, helping you build a solid foundation to gain proficiency in data science.The book starts with an overview of basic Python skills and then introduces foundational data science techniques, followed by a thorough explanation of the Python code needed to execute the techniques. You'll understand the code by working through the examples. The code has been broken down into small chunks (a few lines or a function at a time) to enable thorough discussion.As you progress, you will learn how to perform data analysis while exploring the functionalities of key data science Python packages including pandas, SciPy, and scikit-learn. Finally, the book covers ethics and privacy concerns in data science and suggests resources for improving data science skills, as well as ways to stay up to date on new data science developments.By the end of the book, you should be able to comfortably use Python for basic data science projects and should have skills to execute the data science process on any data source.What you will learnUse Python data science packages effectivelyClean and prepare data for data science work, including feature engineering and feature selectionData modelling, including classic statistical models (e.g., t-tests), and essential machine learning (ML) algorithms, such as random forests and boosted modelsEvaluate model performanceCompare and understand different ML methodsInteract with Excel spreadsheets through PythonCreate automated data science reports through PythonGet to grips with text analytics techniquesWho This Book Is ForThe book is intended for beginners, including students starting or about to start a data science, analytics, or related program (e.g. Bachelor’s, Master’s, bootcamp, online courses), recent college graduates who want to learn new skills to set them apart in the job market, professionals who want to learn hands-on data science techniques in Python, and those who want to shift their career to data science.The book requires basic familiarity with Python. A getting started with Python section has been included to get complete novices up to speed.
Publisher Packt Publishing
Publication date September 30, 2021
Language English
Print length 534 pages
ISBN-10 1801071977
ISBN-13 978-1801071970
Item Weight 2.53 pounds (1.15 kg)
Dimensions 7.5 x 1.4 x 9.25 inches (19.1 x 3.6 x 23.5 cm)

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Practical Data Science with Python: Learn tools and techniques from hands-on examples to extract insights from data

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