CodeStips

Performance Optimization

Python slots Explained

Object-Oriented Programming in Python

Optimize memory and performance in Python classes using slots, which replaces the default attribute dictionary, reducing overhead and speeding up access.

Python Time Module Basics

Basics of Python

Learn how Python's time module handles time-related tasks like measuring performance, pausing execution, and converting time formats.

Random Search for Hyperparameter Optimization

Machine Learning & AI

Random search offers a more efficient alternative to grid search for hyperparameter tuning in machine learning, especially in high-dimensional spaces, and can be implemented using Python.

Reading Large Files Efficiently in Python

File Handling in Python

Learn efficient methods to read large files in Python without memory issues, handling logs, CSV, and text datasets effectively.

Redis Integration for Caching

Libraries & Frameworks

Boost Python app performance and scalability with Redis caching. Learn how this in-memory data store reduces load times and database queries for faster, more efficient applications.

Reducing Database Queries

Best Practices & Optimization

Learn practical tips to reduce database queries in Python apps using ORMs like SQLAlchemy and Django or raw SQL to boost performance and cut latency.

REST APIs with FastAPI

Libraries & Frameworks

FastAPI is a modern, high-performance Python framework for building APIs with automatic documentation, leveraging Pydantic for validation and Starlette for web handling, making it fast and developer-friendly.

Sorting Data Efficiently

Best Practices & Optimization

Learn efficient sorting techniques in Python using built-in methods and custom sorting for better code performance and clarity.

Sorting DataFrames by Columns

Data Analysis & Visualization

Learn to efficiently sort pandas DataFrames using sort_values() to organize data for quick analysis and meaningful insights.

Testing REST API Endpoints

Testing & Debugging

Learn how to test Python REST APIs to ensure endpoints deliver correct data, handle errors, support authentication, and perform well under load.