Training Ground

Step-by-step interactive drills that teach AI concepts through football scenarios. Play, pause, and control the speed.

Neural Networks Training

Learning: How neural networks learn through forward and backward passes

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Football Perspective

Players take their positions on the pitch, each with different strengths and weaknesses.

AI Concept

Weights are randomly initialized at the start of training, just like players warming up before the match.

Steps

Transformers in Action

Learning: How attention mechanisms allow models to focus on what matters

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Football Perspective

Each player receives information about the match situation encoded in their position and role.

AI Concept

Raw input is converted into vector embeddings that capture semantic meaning.

Steps

Interactive Learning

Each drill combines football scenarios with AI concepts. Use the controls to explore at your own pace.

Speed Control

Adjust playback speed from 0.5x to 2x to match your learning pace. Pause anytime to reflect.