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PyTorch: Zero to Hero
Learn the machinery: tensors, autograd, neural networks, data pipelines, attention, training and a small language model from scratch.
Structured technical series that move from fundamentals to production AI systems.
Programmer.ie learning paths are designed to be followed in order, used as reference material, or paired with AI against your own code.
Learn the machinery: tensors, autograd, neural networks, data pipelines, attention, training and a small language model from scratch.
Move beyond APIs and understand how learned components, scorers, policies, hierarchical models and compact reasoning systems are constructed.
Turn models into systems that can plan, use tools, maintain state, search, revise work and verify outcomes.
Engineer autonomous systems for production: evidence, reliability, authority, distributed execution, durable workflows, security and control planes.