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Python data science handbook: essential tools for working with data
For many researchers, Python is a first-class tool mainly because of its libraries for storing, manipulating, and gaining insight from data. Several resources exist for individual pieces of this data science stack, but only with the Python Data Science Handbook do you get them all--IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools. Working scientists and data crunchers familiar with reading and writing Python code will...
18 p hcmute 12/07/2022 520 4
Từ khóa: Data mining, Datenanalyse, Datenmanagement, Python, Python (Computer program language).
BR's 10 must reads on AI, analytics, and the new Machine Age
AI and data analytics are powering a wave of technological innovations--understand them, cut through the hype, and seize the opportunities. If you read nothing else on how intelligent machines are revolutionizing business, read these 10 articles. We've combed through hundreds of Harvard Business Review articles and selected the most important ones to help you see how these new technologies fit together, understand what's coming next, and...
4 p hcmute 24/05/2022 248 0
Từ khóa: Artificial intelligence, Data mining, Disruptive technologies, Industrial management
The elements of statistical learning: Data mining, inference, and prediction
During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but...
19 p hcmute 03/08/2020 346 2
Từ khóa: Artificial intelligence, Bioinformatics, Biology -- Data processing, Data mining, Mathematics -- Data processing
The elements of statistical learning: Data mining, inference, and prediction
During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but...
18 p hcmute 21/07/2020 360 1
Từ khóa: Artificial intelligence, Bioinformatics, Biology -- Data processing, Data mining, Mathematics, Data processing. I. Friedman, Jerome. II. Tibshirani, Robert
Learning spark SQL: Architect streaming analytics and machine learning solutions
Design, implement, and deliver successful streaming applications, machine learning pipelines and graph applications using Spark SQL API About This Book Learn about the design and implementation of streaming applications, machine learning pipelines, deep learning, and large-scale graph processing applications using Spark SQL APIs and Scala. Learn data exploration, data munging, and how to process structured and semi-structured data using...
13 p hcmute 10/07/2020 521 1
Từ khóa: Application software, Development, Big data, Data mining, Spark, SQL (Computer program language).
Handbook of statistical analysis and data mining applications
Handbook of Statistical Analysis and Data Mining Applications, Second Edition, is a comprehensive professional reference book that guides business analysts, scientists, engineers and researchers, both academic and industrial, through all stages of data analysis, model building and implementation. The handbook helps users discern technical and business problems, understand the strengths and weaknesses of modern data mining algorithms and employ...
26 p hcmute 10/07/2020 596 2
Từ khóa: Data mining -- Statistical methods, Statistics,
Data mining : Concepts and techniques
Not only does the third of edition of Data Mining: Concepts and Techniques continue the tradition of equipping you with an understanding and application of the theory and practice of discovering patterns hidden in large data sets, it also focuses on new, important topics in the field: data warehouses and data cube technology, mining stream, mining social networks, and mining spatial, multimedia and other complex data. Each chapter is a...
13 p hcmute 10/07/2020 417 2
Từ khóa: Data mining
Python data analytics: With pandas, numpy, and matplotlib
Explore the latest Python tools and techniques to help you tackle the world of data acquisition and analysis. You'll review scientific computing with NumPy, visualization with matplotlib, and machine learning with scikit-learn. This revision is fully updated with new content on social media data analysis, image analysis with OpenCV, and deep learning libraries. Each chapter includes multiple examples demonstrating how to work with each...
17 p hcmute 10/07/2020 466 13
Từ khóa: Computer science, Data mining, Python
Python for data analysis: Data wrangling with pandas, NumPy, and IPython
Get complete instructions for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.6, the second edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively. You'll learn the latest versions of pandas, NumPy, IPython, and Jupyter in the process"
12 p hcmute 08/07/2020 536 4
Từ khóa: Data mining, Programming languages (Electronic computers), Python (Computer program language)
The revised and updated third edition of Data Mining contains in one volume an introduction to a systematic approach to the analysis of large data sets that integrates results from disciplines such as statistics, artificial intelligence, data bases, pattern recognition, and computer visualization. Advances in deep learning technology have opened an entire new spectrum of applications. The author—a noted expert on the topic—explains the...
9 p hcmute 30/12/2019 336 1
Từ khóa: Data Mining, Mehmed Kantardzic
Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real world data mining situations. This highly anticipated fourth edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs,...
31 p hcmute 30/12/2019 563 1
Từ khóa: Data Mining, Ian H.Witten, Eibe Frank, Mark A.Hall, Christopher J.Pal
The fundamental algorithms in data mining and analysis form the basis for the emerging field of data science, which includes automated methods to analyze patterns and models for all kinds of data, with applications ranging from scientific discovery to business intelligence and analytics. This textbook for senior undergraduate and graduate data mining courses provides a broad yet in-depth overview of data mining, integrating related concepts...
12 p hcmute 24/12/2019 399 2
Từ khóa: Data Mining and Analysis, Mohammed J. Zaki, Wagner Meira JR