Book

Python Data Analysis

This book takes a practical approach to Python data analysis, showing you how to use Python libraries such as pandas, NumPy, SciPy, and scikit-learn to analyze a variety of data. You’ll also get up to speed with everything from data manipulation to visualization systematically.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
15h56m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 15h56m total length

1. Getting Started with Python Libraries
2. NumPy and Pandas
3. Statistics
4. Linear Algebra
5. Data Visualization
6. Retrieving, Processing, and Storing Data
7. Cleaning Messy Data
8. Signal Processing and Time Series
9. Supervised Learning – Regression Analysis
10. Supervised Learning – Classification Techniques
11. Unsupervised Learning – PCA and Clustering
12. Analyzing Textual Data
13. Analyzing Image Data
14. Parallel Computing using Dask

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