Week 3a-Data Cleaning & Exploratory Data Analysis EDA
Unlock the full potential of your data in this hands-on tutorial on Data Cleaning and Exploratory Data Analysis (EDA) - two of the most crucial steps in the Data Science and Machine Learning pipeline. Whether you're a beginner in Python and pandas, a student working on a data science project, or a professional looking to strengthen your data preprocessing skills, this video walks you through real-world techniques for cleaning messy data, handling missing values, fixing data types, removing outliers, and exploring patterns using EDA tools like pandas, matplotlib, and seaborn.
We’ll demonstrate how to:
* Perform data wrangling and cleaning using Python
* Use pandas for data inspection and transformation
* Visualize key relationships with matplotlib and seaborn
* Interpret distributions, correlations, and trends for insightful analysis
* Prepare clean datasets for predictive modeling and machine learning workflows
Perfect for those following the CRISP-DM or OSEMN frameworks, this video emphasizes practical, reproducible techniques that make your data analysis meaningful and actionable.
Видео Week 3a-Data Cleaning & Exploratory Data Analysis EDA канала ThinkingNoble Vault
We’ll demonstrate how to:
* Perform data wrangling and cleaning using Python
* Use pandas for data inspection and transformation
* Visualize key relationships with matplotlib and seaborn
* Interpret distributions, correlations, and trends for insightful analysis
* Prepare clean datasets for predictive modeling and machine learning workflows
Perfect for those following the CRISP-DM or OSEMN frameworks, this video emphasizes practical, reproducible techniques that make your data analysis meaningful and actionable.
Видео Week 3a-Data Cleaning & Exploratory Data Analysis EDA канала ThinkingNoble Vault
Data Cleaning Exploratory Data Analysis EDA Python Data Science pandas tutorial Data Wrangling Data Preprocessing Missing Values Outlier Detection Python for Beginners Data Science Project Machine Learning Preprocessing Seaborn Visualization Matplotlib Tutorial Real World Dataset Python Data Analysis Data Profiling Beginner Data Scientist
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3 ч. 31 мин. назад
01:28:45
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