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Natural Language Processing (NLP) with NLTK and spaCy: A Complete Guide

Table of Contents Introduction What is Natural Language Processing (NLP)? NLTK (Natural Language Toolkit) Overview Installation and Setup Text Processing with NLTK Tokenization, Lemmatization, and POS Tagging NLTK Use Cases Example of...

Automating Excel, PDF, and Word with Python: A Comprehensive Guide

Table of Contents Introduction Automating Excel with Python Reading and Writing Excel Files with openpyxl Manipulating Excel Files with pandas Example: Creating and Editing Excel Files Automating PDF with Python Working...

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Contract Programming with Python: A Deep Dive into Design by Contract

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...

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Property-Based Testing with Hypothesis: A Comprehensive Guide to Automating Tests in Python

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...

Static Code Analysis and Linters (Pylint, MyPy) in Python: A Comprehensive Guide

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...

Debugging with pdb and ipdb: A Complete Guide for Python Developers

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...

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Comprehensions in Python: List, Dictionary, and Set Comprehensions Masterclass

Table of Contents Introduction What Are Comprehensions in Python? List Comprehensions Syntax and Basic Examples Conditional List Comprehensions Nested List Comprehensions Dictionary Comprehensions Syntax and Basic Examples Conditional Dictionary Comprehensions Set Comprehensions Syntax and Basic...

Dictionaries and Nested Data in Python: A Comprehensive Guide

Table of Contents Introduction What is a Dictionary in Python? Creating and Accessing Dictionaries Modifying Dictionaries: Adding, Updating, and Deleting Items Dictionary Methods and Operations Nested Dictionaries Use Cases for Dictionaries...

Sets and Frozensets in Python: Understanding Their Characteristics and Use Cases

Table of Contents Introduction What is a Set in Python? Creating Sets Set Operations: Union, Intersection, Difference Characteristics of Sets When to Use Sets What is a Frozenset? Differences Between Sets and...

Tuples and When to Use Them in Python

Table of Contents Introduction What is a Tuple? Creating Tuples Accessing Tuple Elements Tuples vs Lists: Key Differences When to Use Tuples Immutability in Tuples Nested Tuples Tuple Operations Performance Considerations with Tuples Conclusion Introduction In Python,...

Lists and Advanced List Operations in Python

Table of Contents Introduction Understanding Python Lists Creating Lists Accessing List Elements List Slicing Techniques Modifying Lists List Methods (append, extend, insert, remove, pop, etc.) List Comprehensions (Deep Dive) Advanced List Operations Nested Lists...

Comments, Docstrings, and Documentation Standards in Python

Table of Contents Introduction Importance of Code Documentation Writing Effective Comments Best Practices for Comments Understanding Docstrings Docstring Conventions (PEP 257) Single-line vs Multi-line Docstrings Tools for Generating Documentation from Docstrings Documentation Standards...

Python Code Style (PEP8) and Formatters (black, isort)

Table of Contents Introduction What is PEP8 and Why Does It Matter? Key Guidelines from PEP8 Common Violations and Mistakes Introduction to Code Formatters Overview of black Formatter Overview of isort...

Custom Exceptions and Best Practices in Python

Table of Contents Introduction What Are Custom Exceptions? Why Create Custom Exceptions? How to Define Custom Exceptions in Python Adding Custom Behavior to Exceptions Inheriting from Built-in Exception Classes Using __str__...

Exception Handling in Python: Mastering try, except, and finally

Table of Contents Introduction What are Exceptions in Python? Why Handle Exceptions? Basic Exception Handling Using try and except Catching Specific Exceptions Using else and finally Blocks Nested Try-Except Blocks Raising Exceptions...

Python Virtual Environments (venv and pipenv): A Complete Beginner-to-Advanced Guide

Table of Contents Introduction Why Use a Virtual Environment? What is venv? Creating a Virtual Environment with venv Activating and Deactivating venv Installing Packages Inside venv Deleting a Virtual Environment What is...

Python Modules and Packages: A Comprehensive Deep Dive for Beginners and Professionals

Table of Contents Introduction What are Modules in Python? Why Use Modules? How to Create and Use a Module The import Statement and its Variations Exploring Built-in Python Modules What are...

Lambda Functions, Map, Filter, and Reduce in Python: A Complete Deep Dive

Table of Contents Introduction What are Lambda Functions? Syntax of Lambda Functions When to Use Lambda Functions Limitations of Lambda Functions The map() Function Explained Syntax and Examples of map() The filter()...