Data Preprocessing
Daniel Garfield
"Data Preprocessing: Enhancing Data for Analysis: The Art of Preprocessing"
Data preprocessing lays the foundation for successful data analysis, enabling us to extract valuable insights and make informed decisions. In this comprehensive guide, "Data Preprocessing: Enhancing Data for Analysis: The Art of Preprocessing," you will embark on a journey through the intricacies of data preprocessing and discover the essential techniques that enhance data quality and usability.
Written for both beginners and experienced data analysts, this book dives into the crucial steps of data preprocessing, unraveling the challenges and intricacies of working with raw data. You'll learn how to tackle common issues such as missing data, outliers, duplication, and redundancy, ensuring your datasets are cleansed and ready for analysis.
"Data Preprocessing: Enhancing Data for Analysis: The Art of Preprocessing" is your essential guide to mastering the art of data preprocessing. Equip yourself with the knowledge and tools to preprocess data effectively, ensuring your analyses yield accurate and meaningful insights. Prepare to embark on a transformative journey that will enhance your data analysis skills and elevate your decision-making capabilities in the data-driven era.
Duration - 4h 20m.
Author - Daniel Garfield.
Narrator - Ray Collins.
Published Date - Friday, 31 January 2025.
Copyright - © 2025 Daniel Garfield ©.
Location:
United States
Description:
"Data Preprocessing: Enhancing Data for Analysis: The Art of Preprocessing" Data preprocessing lays the foundation for successful data analysis, enabling us to extract valuable insights and make informed decisions. In this comprehensive guide, "Data Preprocessing: Enhancing Data for Analysis: The Art of Preprocessing," you will embark on a journey through the intricacies of data preprocessing and discover the essential techniques that enhance data quality and usability. Written for both beginners and experienced data analysts, this book dives into the crucial steps of data preprocessing, unraveling the challenges and intricacies of working with raw data. You'll learn how to tackle common issues such as missing data, outliers, duplication, and redundancy, ensuring your datasets are cleansed and ready for analysis. "Data Preprocessing: Enhancing Data for Analysis: The Art of Preprocessing" is your essential guide to mastering the art of data preprocessing. Equip yourself with the knowledge and tools to preprocess data effectively, ensuring your analyses yield accurate and meaningful insights. Prepare to embark on a transformative journey that will enhance your data analysis skills and elevate your decision-making capabilities in the data-driven era. Duration - 4h 20m. Author - Daniel Garfield. Narrator - Ray Collins. Published Date - Friday, 31 January 2025. Copyright - © 2025 Daniel Garfield ©.
Language:
English
Opening Credits
Duration:00:00:13
1 Introduction to data preprocessing
Duration:00:15:02
2 Data collection and cleaning
Duration:00:35:00
3 Data transformation and encoding
Duration:01:17:58
4 Dealing with noisy data
Duration:00:15:19
5 Data integration and aggregation
Duration:00:16:40
6 Handling text and unstructured data
Duration:00:17:29
7 Time series data preprocessing
Duration:00:12:47
8 Quality assurance and validation
Duration:00:14:37
9 Best practices and tools for data preprocessing
Duration:00:14:09
10 Case studies and real world applications
Duration:00:14:03
11 Future trends in data preprocessing
Duration:00:15:28
12 Conclusion
Duration:00:11:14
Ending Credits
Duration:00:00:14