课程编码
datapyth
课程时长
14 小时 通常来说是2天,包括中间休息。
要求
Basic Python and data analysis skills
课程概览
Machine Translated
课程大纲
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