Master the Fundamentals.
Through Interaction.
Interactive Learning Tools
Experience hands-on learning with our unique visualization tools
Model Training & Parallelism Explorer
visualizationComprehensive tool for exploring training strategies
AI Agents Explorer
interactiveWatch AI agents move, think, and communicate in real-time
Live Attention Flow Visualizer
visualizationProduction-grade visualization of transformer attention mechanisms
Python Memory Explorer
interactiveDeep dive into Python memory management, object model, and CPython internals
Featured Courses
Structured learning path from programming foundations to advanced AI
Python Programming
Master Python from fundamentals to advanced topics
Python Fundamentals: Programming Foundations
Master Python programming from the ground up with interactive examples and visual explanations. Perfect for beginners with no prior programming experience.
Python for Data Science: From Arrays to Analysis
Master the essential Python libraries for data science: NumPy, pandas, matplotlib, and seaborn. Learn to manipulate, analyze, and visualize data effectively, building a solid foundation for machine learning.
Python Advanced: Professional Engineering Mastery
Master advanced Python features for professional development. From decorators and generators to async programming, testing, and design patterns—build production-ready Python skills.
Machine Learning
Classical ML algorithms and production systems
Classical Machine Learning: Supervised Learning Foundations
Master the mathematical foundations and practical implementation of classical supervised learning algorithms. Build intuition through interactive visualizations while understanding the theory that powers modern ML.
Advanced ML: Unsupervised Learning & Production
Master advanced machine learning techniques including unsupervised learning, neural networks fundamentals, and production deployment. Build production-ready ML systems with modern MLOps practices.
Natural Language Processing
From transformers to production LLM systems
NLP Fundamentals: Core Concepts and Architectures
Master the essential concepts of Natural Language Processing, from text preprocessing to transformer architectures. This course provides a solid foundation in NLP theory and core techniques without diving into production complexities.
Advanced NLP: Training & Production Systems
Master the engineering and production aspects of Natural Language Processing with interactive visualizations. Learn to train, fine-tune, optimize, and deploy language models at scale using modern techniques like LoRA, DPO, Flash Attention, and RAG. Features hands-on tools for exploring distributed training, model parallelism, and inference optimization.
AI Agents
Building autonomous intelligent systems