{"product_id":"python-data-analysis-third-edition-perform-data-collection-data-processing-wrangling-visualization-and-model-building-using-python-paperback","title":"Python Data Analysis - Third Edition: Perform data collection, data processing, wrangling, visualization, and model building using Python - Paperback","description":"\u003cp\u003eby \u003cb\u003eAvinash Navlani\u003c\/b\u003e (Author), \u003cb\u003eArmando Fandango\u003c\/b\u003e (Author), \u003cb\u003eIvan Idris\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eUnderstand data analysis pipelines using machine learning algorithms and techniques with this practical guide\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003ePrepare and clean your data to use it for exploratory analysis, data manipulation, and data wrangling\u003c\/li\u003e\n\u003cli\u003eDiscover supervised, unsupervised, probabilistic, and Bayesian machine learning methods\u003c\/li\u003e\n\u003cli\u003eGet to grips with graph processing and sentiment analysis\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eData analysis enables you to generate value from small and big data by discovering new patterns and trends, and Python is one of the most popular tools for analyzing a wide variety of data. With this book, you'll get up and running using Python for data analysis by exploring the different phases and methodologies used in data analysis and learning how to use modern libraries from the Python ecosystem to create efficient data pipelines.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eStarting with the essential statistical and data analysis fundamentals using Python, you'll perform complex data analysis and modeling, data manipulation, data cleaning, and data visualization using easy-to-follow examples. You'll then understand how to conduct time series analysis and signal processing using ARMA models. As you advance, you'll get to grips with smart processing and data analytics using machine learning algorithms such as regression, classification, Principal Component Analysis (PCA), and clustering. In the concluding chapters, you'll work on real-world examples to analyze textual and image data using natural language processing (NLP) and image analytics techniques, respectively. Finally, the book will demonstrate parallel computing using Dask.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eBy the end of this data analysis book, you'll be equipped with the skills you need to prepare data for analysis and create meaningful data visualizations for forecasting values from data.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eExplore data science and its various process models\u003c\/li\u003e\n\u003cli\u003ePerform data manipulation using NumPy and pandas for aggregating, cleaning, and handling missing values\u003c\/li\u003e\n\u003cli\u003eCreate interactive visualizations using Matplotlib, Seaborn, and Bokeh\u003c\/li\u003e\n\u003cli\u003eRetrieve, process, and store data in a wide range of formats\u003c\/li\u003e\n\u003cli\u003eUnderstand data preprocessing and feature engineering using pandas and scikit-learn\u003c\/li\u003e\n\u003cli\u003ePerform time series analysis and signal processing using sunspot cycle data\u003c\/li\u003e\n\u003cli\u003eAnalyze textual data and image data to perform advanced analysis\u003c\/li\u003e\n\u003cli\u003eGet up to speed with parallel computing using Dask\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book is for data analysts, business analysts, statisticians, and data scientists looking to learn how to use Python for data analysis. Students and academic faculties will also find this book useful for learning and teaching Python data analysis using a hands-on approach. A basic understanding of math and working knowledge of the Python programming language will help you get started with this book.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 478\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.96 x 9.25 x 7.5 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e February 05, 2021\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42100542013575,"sku":"9781789955248","price":59.02,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0601\/2623\/2711\/files\/bb42485d0490d934f41ec1dcc382e511.webp?v=1732385758","url":"https:\/\/booksby.splitshops.com\/products\/python-data-analysis-third-edition-perform-data-collection-data-processing-wrangling-visualization-and-model-building-using-python-paperback","provider":"Books by splitShops","version":"1.0","type":"link"}