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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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Anonymous Functions and Higher-Order Functions in Python

Table of Contents Introduction What Are Anonymous Functions? The lambda Keyword Explained Syntax and Rules of Lambda Functions Use Cases of Anonymous Functions What Are Higher-Order Functions? Common Higher-Order Functions: map(),...

Creating and Using Custom Iterators in Python

Table of Contents Introduction What is an Iterator? The Iterator Protocol Why Create Custom Iterators? Building a Custom Iterator Class Using __iter__() and __next__() Properly Example 1: A Simple Range Iterator Example...

Introspection, Reflection, and the inspect Module in Python

Table of Contents Introduction What is Introspection in Python? Understanding Reflection in Python The inspect Module: An Overview Practical Examples of Introspection and Reflection Best Practices for Using Introspection and...

Dynamic Execution: eval(), exec(), and compile() in Python

Table of Contents Introduction Understanding Dynamic Execution The eval() Function Syntax Examples Security Considerations The exec() Function Syntax Examples Use Cases The compile() Function Syntax Examples How it Integrates with eval() and exec() Practical Scenarios for Dynamic Execution Security Risks...

Context Managers and the with Statement in Python

Table of Contents Introduction What is a Context Manager? Why Use Context Managers? The with Statement Explained Built-in Context Managers in Python Creating Custom Context Managers (Using Classes) Creating Context Managers...

Decorators from Scratch in Python (with Practical Use Cases)

Table of Contents Introduction What are Decorators? Why Use Decorators? First-Class Functions in Python How to Write a Simple Decorator from Scratch Using @ Syntax for Decorators Handling Arguments with Decorators Returning...

Understanding Closures and Free Variables in Python

Table of Contents Introduction What are Closures? Key Characteristics of Closures Understanding Free Variables How Closures and Free Variables Work Together Practical Examples of Closures Real-world Applications of Closures Common Pitfalls and...

Generators and Generator Expressions in Python: A Complete Deep Dive

Table of Contents Introduction What are Generators? Why Use Generators? Creating Generators with Functions (yield) How Generators Work Internally Generator Expressions: A Compact Alternative Differences Between Generator Expressions and List Comprehensions Use...

Iterators and Iterables in Python: A Deep Dive

Table of Contents Introduction What is an Iterable? What is an Iterator? The Relationship Between Iterables and Iterators Creating Iterators Using iter() and next() Custom Iterator Classes with __iter__() and...

Strings: Advanced Manipulation and Best Practices

Table of Contents Introduction Basic String Manipulation Recap Advanced String Manipulation Techniques String Formatting with f-strings String Encoding and Decoding Regular Expressions for String Matching Multi-line Strings and String Joining String Slicing...

Collections Module in Python: defaultdict, namedtuple, Counter

Table of Contents Introduction What is the collections Module? defaultdict in Python Definition and Use Cases Implementing defaultdict namedtuple in Python Definition and Use Cases Creating and Using namedtuple Counter in Python Definition and...

Working with Stack, Queue, Heap, and Deque in Python

Table of Contents Introduction What Are Data Structures in Python? Stacks in Python Definition and Use Cases Stack Implementation Using List Stack Implementation Using collections.deque Queues in Python Definition and Use Cases Queue...