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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

About

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.

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See LICENSE.

About

Cross Beat (xbe.at) - Your hub for python, machine learning and AI tutorials. Explore Python tutorials, AI insights, and more.

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