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Advanced14 weeks
Physical AI & Vision-Language Models
From vision backbones to embodied agents — how language and perception fuse into systems that act in the physical world.
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Advanced14 weeks
Generative Models
VAEs, diffusion models, and flow matching from first principles. Build systems that synthesize images, audio, and structured data.
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Intermediate14 weeks
Robot Learning
Imitation learning, behaviour cloning, and sim-to-real transfer. Build controllers that learn from demonstration and adapt to reality.
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Intermediate14 weeks
Reinforcement Learning
Policy gradient, Q-learning, and actor-critic methods built from the Bellman equation up. Train agents in MuJoCo and Atari.
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