Machine Learning — Knowledge Base

A curated collection of 2,288 articles on Machine Learning, Deep Learning, Data Science, Python, and AI — maintained by xbe.at.

Topics

Folder	Articles	Description
Python	511	Python programming, OOP, best practices, packages
Machine-Learning	503	Classical ML algorithms, techniques, model evaluation
Deep-Learning	298	Neural networks, CNNs, RNNs, optimizers, GANs
Misc	216	Cross-cutting topics, curiosities, tools
LLMs-and-GenAI	179	Large language models, RAG, agents, prompt engineering
Statistics-and-Math	138	Probability, statistics, linear algebra, calculus
NLP-and-Transformers	118	NLP, BERT, attention mechanisms, text classification
Data-Science	108	Pandas, NumPy, EDA, data cleaning, feature engineering
Data-Visualization	69	Matplotlib, Seaborn, charts, dashboards
Computer-Vision	48	CNNs, object detection, segmentation, transfer learning
Data-Engineering	40	SQL, Spark, Kafka, ETL pipelines, databases
Web-and-APIs	34	FastAPI, Django, Flask, REST, authentication
MLOps-and-Deployment	17	Docker, CI/CD, model serving, experiment tracking
Reinforcement-Learning	9	Q-learning, policy gradients, RL with Python

All articles are published on xbe.at — a technical blog covering the full ML/AI stack, from mathematical foundations to production deployment.

Each article is a standalone Markdown guide with explanations, Python code examples, and visual aids.

Name		Name	Last commit message	Last commit date
Latest commit History 55 Commits
.github		.github
Computer-Vision		Computer-Vision
Data-Engineering		Data-Engineering
Data-Science		Data-Science
Data-Visualization		Data-Visualization
Deep-Learning		Deep-Learning
LLMs-and-GenAI		LLMs-and-GenAI
MLOps-and-Deployment		MLOps-and-Deployment
Machine-Learning		Machine-Learning
Misc		Misc
NLP-and-Transformers		NLP-and-Transformers
Python		Python
Reinforcement-Learning		Reinforcement-Learning
Statistics-and-Math		Statistics-and-Math
Web-and-APIs		Web-and-APIs
LICENSE		LICENSE
README.md		README.md
organize.py		organize.py