Data Science with Python

Topics:

• Python Background

  • Quick Review of Python Essentials

  • Functional Programming Functions

    • List Comprehensions

    • Lambda Functions

    • map, filter, reduce

  • Iterator

  • Generator

  • Practice: Fibonacci Series with Generator

  • LAB: Random Walk with Matplotlib Visualization

• Math Background

  • Probability Essentials

  • Monty Hall and other Problems

  • Statistics Basics

  • Normal Distribution

    • Mean, Variance, Standard Deviation

  • Bayes Theorem

  • LAB: COVID-19 Test Reliability

• Regular Expressions

  • Regex Module

  • Search vs. Match

  • Find and Replace

  • Option Flags

  • Special Char Classes

  • LAB: Email Extraction with REGEX

• Database Access

  • SQL vs. NoSQL Databases

  • SQLite3 Module

  • SQL Basics

  • CRUD Operations on SQLite3 Database

  • LAB: SQLite3 Movie Database Project

• Data Analysis Basics

  • Scipy Ecosystem

    • Numpy

    • Pandas

    • Sympy

    • Matplotlib

    • Seaborn

• NUMPY: multidimensional array
      • dtype and shape to define type and geometry

  • Element-wise computation

  • Creating Arrays

  • Using Arrays and Scalars

  • Indexing Arrays

  • Array Transpositionv

  • Universal Array Function

  • Array Processing

  • Array input and output

  • LAB: Matrice Operations

• PANDAS

  • Series

  • DataFrame

  • Index objects

  • Drop Entry

  • Selecting Entries

  • Data Alignment

  • Rank and Sort

  • Summary Statistics

  • Missing Data

  • Reading and Writing Text Files

  • JSON with Python

  • HTML with Python

  • Merge

  • Merge on Index

  • Concatenate

  • Combining DataFrames

  • Reshaping

  • Mapping

  • Replace

  • Permutation

  • GroupBy on DataFrames

  • GroupBy on Dict and Series

  • Aggregation

  • Splitting and Combining

  • Pandas LABS
    

• MATPLOTLIB

  • Data Visualization with Matplotlib

  • Matplotlib is written in Python and makes use of NumPy

  • Matplotlib has a procedural interface named the Pylab

  • Pylab is designed to resemble MATLAB

  • Pyplot API

  • imple Plot

  • PyLab module

  • Figure Class

  • Axes Class

  • Multiplots

  • Subplots Function

  • Grids

  • Formatting Axes

  • Bar Plot

  • Histogram

  • Pie Chart

  • Scatter Plot

  • Contour Plot

  • Three-dimensional Plotting

  • Matplotlib LABS

• SEABORN

  • Seaborn Introduction

  • Line Plot

  • Scatter Plot

  • Bar Plot

  • Hisplot

  • Kdeplot

  • Displot

  • Jointplot

  • Pairplot

  • Rugplot

  • Countplot

  • Boxplot

  • Violinplot

  • tripplot

  • Heatmap

  • Matrix Plots

  • Grids

  • Regression Plots

  • tyles, Colors, and Palettes

  • Seaborn LABS