Advanced Statistics and Data Mining for Data Science
Master Statistics, Data Mining & Data Science! Learn data analysis techniques and unlock valuable insights. Build your data skills today.
Course Content
Advanced Statistics and Data Mining for Data Science is an intermediate-level Udemy course taught by Packt Publishing. It runs 2h 53m, is taught in English, and includes a certificate of completion. Learners rate it 4.2 out of 5 from 59 reviews, with 357 students enrolled. It is a paid course, first published March 2018.
Data Science is a rapidly growing field, and this course will equip you with the essential skills to thrive. Delve into the core techniques and theories drawn from statistics, computer science, and machine learning to become proficient in data mining.
This video course is designed to guide you through the process of mastering various data mining techniques and statistical methods. We begin by clarifying the differences between statistics and data mining, providing a solid foundation for your journey. You'll then gain an overview of common data science projects encountered in the real world.
A significant portion of the course focuses on predictive modeling and classification modeling, the most prevalent types of data analysis projects. You'll explore three primary methods for achieving effective predictive modeling: statistical modeling, decision tree modeling, and machine learning.
Further enhance your skills with segmentation modeling, mastering the art of cluster analysis to identify valuable customer groups. Finally, learn association modeling and perform insightful market basket analysis to uncover hidden relationships in data.
This course utilizes SPSS v25, a powerful and widely used statistical software. While not the newest version, SPSS v25 offers relevant and informative content, particularly beneficial for users familiar with legacy SPSS systems.
About the Author: Jesus Salcedo, Ph.D. in Psychometrics from Fordham University, is an experienced statistical consultant and data mining expert with over 20 years of experience using SPSS. He is a former SPSS Curriculum Team Lead and Senior Education Specialist, having developed numerous SPSS training courses and trained thousands of users.
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