LabOak

Object-Oriented Programming in Python: A Comprehensive Guide

Object-Oriented Programming (OOP) is a programming paradigm that organizes code around "objects" rather than functions and logic. By modeling real-world entities as objects with properties (data) and behaviors (methods), OOP…

May 11, 2025

Analytics & Data Science

A Comprehensive Guide to Optuna: Next-Generation Hyperparameter Optimization

Introduction Hyperparameter optimization (HPO) is the backbone of building high-performing machine learning (ML) models. While algorithms like neural networks and gradient-boosted trees can learn patterns from data, their performance hinges…

May 3, 2025

Analytics & Data Science

Zero-Shot Classification: Classifying Data Without Prior Training

In the rapidly evolving field of machine learning, zero-shot classification has emerged as a powerful technique to tackle tasks where labeled training data is scarce or nonexistent. This approach enables models to…

May 1, 2025

Programming

Python’s Built-In Data Structures: Lists, Dictionaries, Tuples and Sets Explained

Python lists are one of the most versatile and widely used data structures in the language. They allow you to store and manipulate collections of items efficiently. In this blog…

April 23, 2025

Deep Learning & AI

Deep Learning with Keras in Python

Imagine a world where you can prototype a neural network in Keras, train it at lightning speed with JAX, and deploy it using PyTorch—all without rewriting a single line of…

April 19, 2025