Tech

Table of Contents Introduction What is Web Scraping? Overview of BeautifulSoup Installation Basic Usage of BeautifulSoup BeautifulSoup Advanced Features Overview of Scrapy Installation Scrapy Architecture Scrapy Basic Usage Scrapy Advanced Features Key Differences Between BeautifulSoup and...

Table of Contents Introduction What is Machine Learning? Why scikit-learn? Installing scikit-learn and Required Libraries Understanding the Machine Learning Pipeline Loading and Preparing Data Types of Machine Learning Algorithms Supervised Learning Unsupervised Learning Reinforcement...

Table of Contents Introduction Overview of Data Science with Python NumPy: The Foundation of Data Science in Python Key Features of NumPy NumPy Arrays: Basics and Operations Advanced NumPy Features Example...

Table of Contents Introduction What is Legacy Code? The Challenges of Working with Legacy Code Refactoring: What, Why, and How Refactoring Techniques Code Simplification Modularization and Decomposition Naming Conventions and Code Style Test-Driven...

Table of Contents Introduction Why Logging is Essential for Python Applications Configuring Python’s Built-In Logging Module Advanced Logging Techniques Monitoring Python Applications: Why and How Tools for Monitoring Python Applications Best...

Table of Contents Introduction to Contract Programming What is Design by Contract? Contract Programming in Python Python’s assert Statement Using pydantic for Data Validation Third-Party Libraries for Contract Programming Benefits of...

Table of Contents What is Property-Based Testing? The Problem with Traditional Testing Introduction to Hypothesis for Python How Hypothesis Works Setting Up Hypothesis Basic Example of Property-Based Testing More Complex Test...

Table of Contents Introduction What is Static Code Analysis? Why Use Linters in Python? Overview of Popular Linters: Pylint and MyPy Pylint: Features and Benefits MyPy: Type Checking in Python How...

Table of Contents Introduction What is Debugging Why Manual Debugging Falls Short Introduction to pdb (Python Debugger) Key Features of pdb Basic Commands of pdb Using pdb in Scripts Example: Debugging a...

Table of Contents Introduction What is Docker and Why Use It? Benefits of Dockerizing Python Applications Prerequisites for Dockerizing Python Applications Creating a Dockerfile for Your Python Application Building and...

Table of Contents Introduction What is Continuous Deployment (CD) Difference Between CI, CD, and DevOps Why Continuous Deployment Matters for Python Projects Setting Up a Basic Python Project for...

Table of Contents Introduction to Continuous Integration (CI) Why CI is Important for Python Projects Key Concepts of CI Setting Up a CI Pipeline for Python Basic Requirements Choosing a...