Foundations
Machine Learning Blueprint
Core machine learning concepts and workflows.
Independent study collection · 2026
Twenty focused resources to take you from machine learning fundamentals to transformers, autonomous AI, and agentic systems.
Foundations
Core machine learning concepts and workflows.
Foundations
Supervised learning methods and foundational ideas.
Foundations
Clustering, dimensionality reduction, and pattern discovery.
Deep learning
Neural networks and practical deep learning techniques.
Systems
Designing and structuring modern AI systems.
Autonomy
Architectures and patterns for autonomous AI.
Agentic AI
Agent-based AI systems and architecture.
Agentic AI
Practical guidance for building agentic AI solutions.
Deep learning
Transformer architecture, attention mechanisms, and modern language models.
Agentic AI
A blueprint for designing and building capable agentic AI systems.
Generative AI
A blueprint for organizing and scaling generative AI innovation.
Generative AI
A practical framework for developing generative AI solutions.
AI systems
Strategies for scaling AI systems from prototypes to production.
Enterprise AI
Guidance for designing and applying AI across the enterprise.
Generative AI
Retrieval-augmented generation patterns for grounded AI systems.
AI systems
Core principles and design patterns for modern AI architectures.
Cloud AI
Azure machine learning concepts, workflows, and deployment patterns.
Foundations
A broad guide to machine learning concepts, algorithms, and models.
AI strategy
A visual guide to organizational transformation, governance, and AI integration.
Video
Watch the recommended video on applying AI to business strategy.
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