Art of Python Exploration and Exploitation

Last updated: 16 June 2025

This repository presents curated Python theory and practice inspired from Python Programming, Data Science, Computer Science, AI in Medicine, and Bioinformatics Algorithm, with real-world applications in diverse scientific computing domains.

Python looks like a human language: it has so many words and expressions, and we decide which ones to combine to tell our story.

Python Basics	Python Advance	Data Structure	Artificial Intelligence
Python Overview	Argument kwargs	String	Convolutional Neural Network
Learn Errors and Warnings Hard	Decorator	List	Recurrent Neural Network Transformer
Manage Tabular Data Through Pandas	Generator	Dictionary	Autoencoder
Use and Tailor Functions	Map with Lambda Enumerate Zip	Tuple	Decision Tree Classifier with Grid Search XGBoost and Tuning DMatrix Random Search Bayesian Optimization
Flow Control	Walrus operator	NumpyArray	K-Nearest Neighborhood with Grid Search
Arithmetic Calculations	Symbolic Calculations	Set	Logistic Regression with Grid Search
True Or False	Combinatorics	Class self __init__ super() isinstance()	PyTorch
Work with Time	Format Specifier		Common Procedures
	Manage Python Versions

Python Computing Toolkits

• Integrate with seaborn by overlaying statistical annotations
• Automate data preprocessing, machine learning model construction, and hyper-parameters tuning

Getting Help

If you have any inquiries, don't hesitate to reach out at [email protected].