PYTHON DEVELOPER

Python Programming Fundamentals

Introduction to Jupyter Notebook

Python 3.0 Installation

Programming Basics

Python Data Types

Structures and conditional statements

Loops

User Inputs

File Handling

Handling Date and Time

Standard Python functions

String Manuplation functions

Python core packages

Dealing with Programming Errors

Syntax Errors

Runtime Errors

Errors in Python

Fixing Difficult Errors

The Structure of a Good Programming Question

Exception Handling in Python

Object Oriented Python

Object Oriented Programming Essentials

Class and Class Variable

Data member

Function overloading

Inheritance

Instance

Method

Object

Operator overloading

A simple application with OOP Python concepts

Introduction to Machine Learning

Overview of Supervised and Unsupervised Machine Learning

Linear Regression

Clustering with K-means

Naive Bayes Classification

Introduction to Neural Networks

Overview Data Science Python Packages

NumPy

Pandas

SciPy

Seaborn

Plotly

SciKit-Learn

Keras

NLTK

Scrapy

Statsmodels

Python Project

Python complete application development workflow

Coding with Git Repo

Testing and deploying

Documentation best practices