Master Machine Learning
Through Interactive Visualization
Learn, experiment, and visualize ML algorithms in real-time. From neural networks to clustering, understand AI through hands-on interactive demos.
Everything You Need to Master ML
Comprehensive coverage of machine learning concepts with interactive demos
Neural Networks
Explore activation functions, backpropagation, and deep learning architectures with real-time visualizations
NLP & Transformers
Master tokenization, embeddings, and attention mechanisms that power modern language models
Clustering
Interactive K-means, DBSCAN, GMM, and hierarchical clustering with real datasets
Regression
Linear, polynomial, and regularized regression with real-world datasets from Hugging Face
Loss Functions
Understand MSE, cross-entropy, and custom loss functions with interactive graphs
Regularization
L1, L2, dropout, and advanced regularization techniques to prevent overfitting
See It In Action
Every concept comes with interactive visualizations and real-time parameter tuning
Learn by Doing, Not Just Reading
Real-time Visualization
See how algorithms work step-by-step with animated visualizations
Interactive Parameters
Adjust hyperparameters and instantly see their effects
Real Datasets
Work with actual datasets from Hugging Face and scikit-learn
Code Examples
See the underlying Python code for every algorithm
Why Learn with Ostralyan?
Built by developers, for developers and ML enthusiasts
Lightning Fast
Built with Next.js and optimized for instant interactions
Open Source
100% free and open source. Contribute on GitHub
Educational
Detailed explanations and mathematical foundations
Community
Join thousands learning ML interactively
Loved by Learners Worldwide
Join thousands who've mastered ML concepts through interactive learning
“The interactive visualizations made complex ML concepts click instantly. Best learning platform I've used!”
“Finally understood how tokenization works in LLMs. The step-by-step visualization is brilliant!”
“Used this to teach my students. The real-time parameter adjustments are perfect for demonstrations!”
Start Your ML Journey Today
No installation required. Learn machine learning concepts directly in your browser with interactive visualizations and real datasets.