Udemy – 2025 The Ultimate Data Prep & EDA Course in Python 2024-2

Apr 18, 2025 - 19:57

0 0

2025 The Ultimate Data Prep & EDA Course in Python. This course teaches you how to clean and prepare raw data for data science and machine learning projects. The main focus of this course is on data preprocessing, an essential skill for data scientists. When faced with datasets full of missing values, noise, and inconsistencies, the ability to clean and organize data will help you build more accurate analyses and more reliable models. This course covers not only standard methods, but also the limitations of common techniques and practical solutions to solve real-world challenges. By combining theory and practical exercises in Python, this course will increase your confidence in working with any type of data. It also provides an overview of Python fundamentals and the use of key libraries such as NumPy, Pandas, and Matplotlib for effective data processing. By mastering these skills, you can extract more valuable insights and stand out in the competitive field of data science.

What you will learn:

How to properly cleanse data for Data Science and Machine Learning projects
Learn multiple approaches to perform data preprocessing for any topic – common vs. practical approaches
Training in missing value management, outlier management, feature scaling, feature selection, multicollinearity management, anomaly detection, imbalanced data management
In-depth theory with practical exercises for all topics related to data preparation for Data Science and Machine Learning
Review the basics of Python modules such as working with Numpy arrays, Pandas Data Frames, data visualization using Matplotlib, Seaborn, and basic statistics.

Who is this course suitable for?

Data Science students interested in data preprocessing, data preparation, and data wrangling.
Data Science professionals who want to learn industry-level best practices for data preprocessing, data preparation, and data wrangling.

Course Details 2025 The Ultimate Data Prep & EDA Course in Python

Publisher: Udemy
Instructor: Nash J
Training level: Beginner to advanced
Training duration: 11 hours and 42 minutes
Number of courses: 180

Course syllabus as of 2025/1

Course Prerequisites 2025 The Ultimate Data Prep & EDA Course in Python

Access to Python using Google Colab, Jupyter Notebook or any other IDE
Familiarity with Python libraries like numpy and pandas, although not mandatory, will be a plus.