Data Science with Python

  • Basics
    • Introduction
    • Environment Setup
    • Pandas
    • Numpy
    • SciPy
    • Matplotlib
  • Data Processing
    • Data Operations
    • Data cleansing
    • Processing CSV Data
    • Processing JSON Data
    • Processing XLS Data
    • Relational databases
    • NoSQL Databases
    • Date and Time
    • Data Wrangling
    • Data Aggregation
    • Reading HTML Pages
    • Processing Unstructured Data
    • word tokenization
    • Stemming and Lemmatization
  • Data Visualization
    • Chart Properties
    • Chart Styling
    • Box Plots
    • Heat Maps
    • Scatter Plots
    • Bubble Charts
    • 3D Charts
    • Time Series
    • Geographical Data
    • Graph Data
  • Statistical Data Analysis
    • Measuring Central Tendency
    • Measuring Variance
    • Normal Distribution
    • Binomial Distribution
    • Poisson Distribution
    • Bernoulli Distribution
    • P-Value
    • Correlation
    • Chi-square Test
    • Linear Regression