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Case Studies

Learn AI through practical, interactive deliverables.

Attention Math

Understand attention mechanisms with visual and mathematical explanations.

Policy Gradient

Explore reinforcement learning policy optimization step by step.

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Model Training & Inference Calculator

Estimate hardware requirements for your AI model training and inference. Adjust parameters and see VRAM, GPU, and time estimates instantly.

LLM compute calculator

Estimate parameters, VRAM, FLOPs, and training time

Architecture

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4,096
32,000
2,048
4

Precision & optimizer

1

Training time estimator

40%
8