Data Analysis in Python using Pandas and Numpy培训

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