Data Analysis with Python, Pandas and Numpy Certificate for Lynn Hong
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Certificate ID:
809035
Authentication Code:
19477
Certified Person Name:
Lynn Hong
Trainer Name:
Leonard Solace
Duration Days:
2
Duration Hours:
14
Course Name:
Data Analysis with Python, Pandas and Numpy
Course Date:
13 May 2025 09:30 to 14 May 2025 16:30
Course Outline:
Day 1:
Basic Python and Data Analysis Skills Review
Introduction to NumPy
- Creating NumPy arrays
- Common operations on matrices
- Using ufuncs
- Views and broadcasting on NumPy arrays
- Optimizing performance by avoiding loops
- Optimizing performance with cProfile
Data Analysis with Pandas
- Using vectorized data in pandas
- Data wrangling
- Sorting and filtering data
- Aggregate operations
- Analyzing time series
Data Visualization with Matplotlib
- Plotting diagrams with Matplotlib
- Using Matplotlib from within pandas
- Creating quality diagrams
- Visualizing data in Jupyter notebooks
- Other visualization libraries in Python
Day 2:
Other Python Libraries for Data Analysis
- scikit-learn
- Scipy
- statsmodel
- RPy2
Summary and Next Steps