Introduction of NumPy
Understanding Data Types00:12:51
NumPy Array: Attributes, Indexing, Slicing00:23:49
NumPy Array: Reshaping and Splitting00:14:52
Universal Functions00:10:33
Logical Operators00:14:01
Comparisons00:14:57
Fancy Indexing00:10:09
Broadcasting00:07:47
Aggregation: Part 100:09:31
Aggregation: Part 200:09:35
Data Manipulation with Pandas
Pandas Objects00:25:52
Data Selection00:15:40
Data Computation00:09:13
Dealing with Missing Data00:20:59
Combining Datasets:Join and Merge00:19:42
Combining Datasets: Append and Concat00:09:23
Aggregation00:10:23
Grouping00:10:16
Pivot Tables00:12:27
String Operations: Part 100:23:35
Time Series: Part 100:26:55
Time Series: Part 200:25:15
Data Exploration
Intro of Data Visualization00:15:13
Chart Selection: Comparison00:10:15
Chart Selection: Composition00:7:50
Chart Selection: Distribution00:9:52
Chart Selection: Relationship00:7:29
Matplotlib Basic Concepts00:11:33
Line Plots00:15:52
Scatter Plots00:20:20
Bar Plots00:18:45
Pie Plots00:13:56
Histogram Plots00:12:44
Multiple Subplots00:15:13
Customization00:00:00
