Setup and Jupyter Environment (Python 3)
  • Introduction to the Study Kit
  • #1 Downloading Setup and Installation
  • #2 Installing Work Environment - Jupyter Notebook
  • #3 Exploring Jupyter Notebook functionalities
  • #4 Python Package Index - Using Command line interface and Jupyter Notebook
Data Manipulation with Numpy (Python 3)
  • #1 Getting Started - Numpy Arrays (Numerical Python)
  • #2 Scalar Operations on Numpy Arrays
  • #3 Array Indexes - Part 1
  • #4 Array Indexes in Multi-Dimensional Numpy Arrays
  • #5 - Premium Array Operations
  • #6 Saving And Loading Arrays To External Memory
  • #7 Statistical Processing And Sketching Graphs
  • #8 Conditional Clauses And Boolean Operation
Data Manipulation with Pandas (Python 3)
  • #1 Getting Started with Series
  • #2 Introduction to DataFrames in Pandas
  • #3 Learning to access elements with indexes
  • #4 - Re-indexing in pandas Series and Dataframes
  • #5 - Dropping values from Series and DataFrames
  • #6 - Handling Null or NAN values in pandas
  • #7 Selecting and Modifying entries in Pandas
  • #8 Coordinate and Regulate data in Series and Dataframes
  • #9 - Ranking and Sorting in Series
  • #10 Statistical Data Analysis and Graphs in Pandas
Starting with File Operations (Python 3)
  • #1 File Operations - Dataframes And Csv
  • #2 Import Data From Excel File
Data Analysis and Methodologies - Learn to perform Operations on datasets (Py 3)
  • #1 Pandas - Merging along columns in DataFrames
  • #2 Concatenation of Arrays, Series and Dataframes
  • #3 Combining values of a DataFrame or Series
  • #4 Reshaping Datasets - Series and Dataframe
  • #5 Pivot Tables
  • #6 Duplicates Analysis in dataset
  • #7 Mapping in DataFrame
  • #8 Replace values in Series
  • #9 Renaming Indexes in DataFrame
  • #10 Observation, Filtering and Basic Analysis
Data Visualization
  • Data Visualization and Introduction to Seaborn Visualization Library
  • Histogram Visualization in seaborn
  • Seaborn Kernel Density Estimation (KDE) Plot on Univariates
  • Seaborn KDE Plot for multivariates
  • Plotting multiple charts with seaborn
  • Box Plot Visualization
  • Regression Plots with seaborn
  • Violin plot Visualization
  • Heat Maps Visualization
  • Cluster Map Visualization