課程大綱： Data Analysis with Python, Pandas, and Numpy培訓(xùn)
Day 1
Data Analysis with pandas
Using vectorized data in pandas
Data wrangling
Sorting and filtering data
Aggregate operations
Analyzing time series
Data visualisation
Plotting diagrams with matplotlib
Using matplotlib from within pandas
Creating quality diagrams
Visualizing data in Jupyter notebooks
Other visualization libraries in Python
Day 2
Vectorizing Data in 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
Other Python libraries for data analysis
scikit-learn
Scipy
statsmodel
RPy2
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