掌握基础知识。
通过交互学习。
交互式学习工具
通过我们独特的可视化工具进行实践学习
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
精选课程
从编程基础到高级人工智能的结构化学习路径
Python 编程
从基础到高级主题掌握 Python
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.
机器学习
经典机器学习算法和生产系统
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.
自然语言处理
从 Transformer 到生产级 LLM 系统
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.