Data Science using Pandas (from basics)

Data Science using Pandas (from basics)
Hands-on with Pandas

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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