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Data Science from Scratch 2e: First Principles with Python
88% of respondents would recommend this to a friend
JOD 47
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Data Science from Scratch shows you how these tools and algorithms work by implementing them from scratch
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What Stands Out
Product Details
- Updated for Python 3.6, this second edition of Data Science from Scratch focuses on mastering data science tools and understanding the principles underlying them
- Authored by Joel Grus, the book is designed to help readers with mathematics, statistics, and programming skills to get started as a data scientist
- Includes new material on deep learning, statistics, and natural language processing
- Provides a crash course in Python and covers the basics of linear algebra, statistics, and probability as used in data science
- Teaches how to collect, explore, clean, and manipulate data, as well as dive into the fundamentals of machine learning and implement various models
- Covers topics like recommender systems, natural language processing, network analysis, MapReduce, and databases
| Publisher | Ou2032Reilly |
| Publication date | 30 April 2019 |
| Edition | 2nd |
| Language | English |
| Print length | 403 pages |
| ISBN-10 | 1492041130 |
| ISBN-13 | 978-1492041139 |
| Item weight | 712 g |
| Dimensions | 17.53 x 2.29 x 23.11 cm |
Who Should Buy?
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Beginners in Data Science
Ideal for those who want to learn data science principles without prior knowledge or complex jargon.
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Python Programmers
Perfect for individuals already familiar with Python programming looking to expand their skills towards data science.
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Self-learners
Great for self-taught individuals seeking a structured introduction to data science concepts and methods.
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Advanced Data Scientists
Not suitable for those with extensive experience in data science seeking advanced or specialized techniques.
Product Description
Data Science from Scratch 2e: First Principles with Python
About This Item
Are you interested in diving into the world of data science with Python? Look no further than "Data Science from Scratch: First Principles with Python 2nd Edition." This book is perfect for beginners who want to learn Python data science principles and techniques. Whether you're a student, a professional looking to upskill, or someone who simply has a passion for data analysis, this book is a must-have. The second edition offers updated material and a comprehensive introduction to data science concepts using Python. Learn how to harness the power of Python to extract insights from data and uncover patterns that will drive decision-making. With easy-to-follow explanations and step-by-step examples, you'll quickly gain a solid foundation in Python data science. The book covers a wide range of topics, including data visualization, statistical analysis, machine learning, and much more.
With its hands-on approach, you'll not only understand the theory behind data science but also apply it to real-world projects. Whether you're a complete beginner or already have some experience with Python, "Data Science from Scratch: First Principles with Python 2nd Edition" is written in a way that makes complex concepts accessible. You'll feel confident in your ability to tackle data science problems head-on. So, if you're ready to unlock the potential of Python for data science, order your copy of "Data Science from Scratch: First Principles with Python 2nd Edition" today. Start your journey to becoming a proficient Python data scientist and gain the skills needed to succeed in this rapidly growing field.
Customer Questions & Answers
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Question:
What is the focus of the book?
Answer: The focus is to help readers master the principles and tools of data science -
Question:
What topics are covered in the book?
Answer: Python, linear algebra, statistics, probability, machine learning models and techniques, deep learning, natural language processing are covered, among others -
Question:
Is the book updated for the latest version of Python?
Answer: Yes, the second edition of the book is updated for Python 3.6
Data Mining Editorial Review
Data Science From Scratch 2e First Principles With Python is a comprehensive resource for those looking to deepen their understanding of data science using Python. The book, published by O'Reilly on 30 April 2019, covers fundamental concepts with a solid balance of mathematical insights and coding examples, making it suitable for individuals with a foundational knowledge of Python. However, the complexity of some sections may be challenging for complete beginners, as indicated in reviews. It emphasizes applying learned principles to data sets rather than simply serving as a tutorial, making it ideal for early-stage data scientists seeking to enhance practical skills.
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Pros
- Comprehensive coverage of data science concepts
- Clear explanations and code examples
- Updated for Python 3
- Ideal for early-stage data scientists
- Emphasizes practical application with datasets
Cons
- Complexity may be challenging for complete beginners
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JOD 47
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Features & Benefits
- Master not only the tools, but also understand the principles of data science
- Learn Python, linear algebra, statistics, and probability
- Explore machine learning models and techniques
- Get updated material on deep learning and natural language processing
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