As machine learning practitioners, we often find ourselves in the pursuit of that elusive "perfect model", the one that achieves the highest accuracy, the lowest error, or the best performance on your preferred metric. While a significant part of a model's performance lies in the features and the data itself, hyperparameters - those predefined values Read More »
"The Game of Life" is a classic cellular automaton game invented by mathematician John Conway. There are no players per se - the game evolves based on its initial setup. Below is a simple Python code implementing the "Game of Life" with numpy & matplotlib: import numpy as np import matplotlib.pyplot as plt import matplotlib.animation Read More »
The groupby method in Pandas is one of the most powerful features, providing a way to group data based on some criteria, then apply calculations or transformations to each group. It's widely used in data analysis to aggregate, transform, and filter data. Let's go through several advanced techniques to utilize groupby function effectively: Grouping by Read More »