Unit Testing in Python
A concise guide to writing unit tests, mocking, and measuring test coverage in Python using unittest library.Unit testing ensures code reliability. This guide covers:
✅ Writing unit tests with unitt...
Streaming APIs with FastAPI and Next.js — Part 2
In Part 1, we explored how to stream data into a React component using modern browser APIs. Now it’s time to build the other half: the FastAPI backend that makes it all work.In this post, we’ll wa...
Local Search vs Stochastic Hill Climbing: Python Implementation, Testing, and Comparative Analysis
Optimization of Benchmark Functions Using Local Search and Stochastic Hill ClimbingThe optimization of five benchmark functions using the Local Search and Stochastic Hill Climbing algorithm.In Local S...
AI-Generated Music: Will Machines Replace Human Composers?
Music has always been an integral part of human civilization, reflecting emotions, culture, and history. From classical compositions to modern pop hits, the art of music composition has been deeply ro...
How to Use Pytest for Exception Testing: Insights from Open Source Projects
Testing for exceptions is a crucial part of writing reliable code. Pytest provides powerful tools to check whether a function raises the expected exceptions under specific conditions. In this post, we...
Understanding the Spectrum of Typing: Static, Dynamic, and Hybrid Approaches
I have never really understood the argument for strict typing. We store everything away as bits anyway - so why do we have type keepers?
The Raw truth:
Instructions are recognized by the comp...
Installing Python dependencies in AWS Lambda: easy pip guide
Two easy ways to include a pip package for your Python Lambda function.
Defining the problem
I love AWS Lambda functions. For me, they provide a very handy way to run
ad-hoc tasks when I need ...
GUI Based Internet Speed Test Using Python With Source Code
Introduction:
GUI is one of the best interfaces for a user to interact with a machine/computer. Python support Tkinter library/packages/module for implementing the GUI-based application/progr...
Understanding Weak References in Python – Managing Memory Efficiently
🚀 Introduction
In Python, memory management is mostly handled by the garbage collector. But in some advanced use cases, we need to keep track of objects without preventing them from being ...
Mastering Comprehensions in Python – The Pythonic Way to Build Data Structures
🚀 Introduction
One of Python’s most elegant and powerful features is comprehensions. They allow you to build lists, sets, dictionaries, and even generators in a clean, readable, and Pyth...