课程目录:Data Analysis with Python, Pandas, and Numpy培训
4401 人关注
(78637/99817)
课程大纲:

         Data Analysis with Python, 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