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Hands-On Data Analysis with Pandas: Efficiently perform data collection, wrangling, analysis, and visualization using Python
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Hands-On Data Analysis with Pandas: Efficiently perform data collection, wrangling, analysis, and visualization using Python
شحن
سريع
استرجاع
مجاني*
تغليف آمن
منتجات أصلية %100
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تفاصيل المنتج
- Perform efficient data analysis and manipulation tasks using pandas
- Apply pandas to different real-world domains using step-by-step demonstrations
- Learn how to analyze your data, get started with machine learning, and work effectively with Python libraries
- Use pandas to reshape, clean, and aggregate your data
- Conduct exploratory data analysis by calculating summary statistics and visualizing the data
- Explore applications of anomaly detection, regression, clustering, and classification using scikit-learn
| Publisher | Packt Publishing |
| Publication date | July 26, 2019 |
| Language | English |
| Print length | 740 pages |
| ISBN-10 | 1789615321 |
| ISBN-13 | 978-1789615326 |
| Item Weight | 2.67 pounds (1.21 kg) |
| Dimensions | 7.5 x 1.67 x 9.25 inches (19.1 x 4.2 x 23.5 cm) |
من يجب أن يشتري؟
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Data Analysts
Ideal for data analysts seeking efficient methods for data wrangling and visualization using Pandas in Python.
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Students
Perfect for students learning data science, as it offers hands-on experience with real-world datasets using Pandas.
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Data Scientists
Great resource for data scientists wanting to enhance their data analysis skills with practical examples in Python.
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Beginners in Programming
Not suitable for programming novices, as prior knowledge of Python is beneficial for comprehending the material.
وصف المنتج
Hands-On Data Analysis with Pandas: Efficiently perform data collection, wrangling, analysis, and visualization using Python
أسئلة العملاء & الإجابات
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سؤال:
What topics are covered in 'Hands-On Data Analysis with Pandas'?
إجابه: The book covers a broad range of topics including data collection methods, data wrangling techniques, statistical analysis, and data visualization using Python's Pandas library. Each section is designed to provide practical insights into how to handle real-world data effectively. This structured approach enables readers to build a solid foundation in data analysis, making it ideal for both beginners and advanced users who want to deepen their knowledge of data manipulation and visualization. -
سؤال:
Who is the target audience for this book?
إجابه: This book is aimed at data analysts, data scientists, and anyone interested in gaining hands-on experience with data analysis using Python and Pandas. It caters to readers at various levels of expertise—from novices looking to get started with data analysis, to seasoned professionals seeking to enhance their skills with practical examples and detailed explanations. This focus makes it a valuable resource for anyone working within analytics or data-driven fields. -
سؤال:
What prerequisites are needed to benefit from this book?
إجابه: While no extensive programming knowledge is required, a basic understanding of Python is beneficial to fully grasp the concepts discussed in the book. Readers should be familiar with fundamental programming and statistical principles to effectively engage with the material. This way, readers can experiment with the provided examples and apply the methodologies to their own datasets, reinforcing the learning experience. -
سؤال:
Can this book help with real-world data projects?
إجابه: Absolutely! 'Hands-On Data Analysis with Pandas' is structured around practical applications, providing insights that can be directly applied to real-world data projects. Each chapter includes hands-on exercises, walkthroughs, and case studies that demonstrate how to implement the techniques discussed in various business scenarios. This practical approach ensures that readers can immediately use what they learn in their careers. -
سؤال:
Does the book include visualizations, and why are they important?
إجابه: Yes, the book emphasizes data visualization, illustrating methods for creating informative and appealing graphs and plots using Matplotlib and Seaborn, in addition to Pandas. Visualizations are critical because they facilitate better data comprehension, enabling data-driven decisions. By learning to create compelling visual content, readers can effectively communicate findings to stakeholders, enhancing their data storytelling skills. -
سؤال:
How does this book compare to other data analysis resources?
إجابه: This book stands out due to its practical focus on using Pandas for various data analysis tasks. Unlike other resources that may be theoretical, it offers hands-on projects, exercises, and a clear path for learning by doing. This makes it an excellent choice for those who prefer active learning and want to develop relevant skills applicable in today's data-driven environment. -
سؤال:
Is this book suitable for learning machine learning concepts?
إجابه: While 'Hands-On Data Analysis with Pandas' primarily focuses on data wrangling and analysis, understanding these concepts can significantly aid in the transition to machine learning. The foundational knowledge gained from this book prepares readers for exploring machine learning techniques, as clean and well-analyzed data is essential for effective model building. Thus, this book serves as a stepping stone to more advanced machine learning studies. -
سؤال:
What software or tools are required to follow along with the book?
إجابه: To fully benefit from the book, you will need Python installed on your system along with libraries such as Pandas, NumPy, Matplotlib, and Seaborn. These tools are essential as they facilitate data manipulation and visualization, which are the focus areas of the book. Detailed installation instructions are typically provided to ensure readers can set up their environment without issues. -
سؤال:
Are there practical exercises included in the book?
إجابه: Yes, this book is rich with practical exercises designed to reinforce learning. Each chapter contains hands-on projects that challenge readers to apply what they've learned to real datasets. These exercises help solidify concepts by providing a platform to practice, making it an interactive learning experience for better retention and understanding of data analysis techniques. -
سؤال:
Where can I buy 'Hands-On Data Analysis with Pandas'?
إجابه: You can purchase 'Hands-On Data Analysis with Pandas' conveniently online at Ubuy in Libya. Ubuy offers a user-friendly shopping experience, making it easy to find and acquire this comprehensive resource on data analysis.
Data Mining Editorial Review
Hands-On Data Analysis with Pandas is an amazing resource for anyone interested in building a foundation in Data Science. The book provides thorough coverage of a broad range of topics in the data science space and does an excellent job of guiding readers through the fundamentals. The author pays great attention to detail, with clear explanations, good examples, and high-quality code. The book is simple and relatable, making it accessible for those new to Pandas and data analysis in Python. It also serves as a strong refresher for experienced users. The accompanying notebooks are a great bonus. Overall, this book is a solid choice for anyone looking to sharpen their pandas and data analysis skills.
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إيجابيات
- Thorough coverage of a broad range of topics in data science
- Clear explanations and relatable examples
- High-quality code
- Simple and accessible for beginners
- Great refresher for experienced users
- Accompanying notebooks are helpful
منصة موثوقة وثقة كاملة للمشتري
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كمية:
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المميزات والفوائد
- Learn how to effectively perform data analysis and manipulation tasks using pandas
- Apply pandas to various real-world domains with step-by-step demonstrations
- Understand how to use pandas as a data exploration tool
- Gain skills in data wrangling, cleaning, and aggregation
- Learn to visualize data and find patterns using pandas and other Python libraries
- Apply machine learning algorithms for predictions based on past data
ضمان Ubuy
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