Data Science using Pandas (from basics)
The following topics are covered:
What is Data Science
How to get (real) stock data , how to plot data in Jupyter
SQL and MySQL interaction using Pandas
read csv file and do various operations. Stocks data is considered as example
write csv file and associated operations
Handling missing data,
Data filtering / Wrangling using Pandas
Group by support in Pandas
Concat support in Pandas
Merge of Dataframes
Pivot Table support in Pandas
Stack / Unstack support in Pandas
Reshape with Pandas
Cross Tab with Pandas
excel support
Time series Support for calendar ( Business Days, Holidays)
Time series Support for resampling, indexing time series data
Hands-on / Practical with various datasets like: stock /share data, weather data etc
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