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Math Behind Cross-Entropy Loss
Published on
April 20, 2026

Math Behind Cross-Entropy Loss

In this blog, we will learn about the math behind Cross-Entropy Loss with a step-by-step numeric example.

Math Behind Gradient Descent
Published on
April 17, 2026

Math Behind Gradient Descent

In this blog, we will learn about the math behind gradient descent with a step-by-step numeric example.

Math Behind Backpropagation
Published on
April 6, 2026

Math Behind Backpropagation

In this blog, we will learn about the math behind backpropagation in neural networks.

Math behind √dₖ Scaling Factor in Attention
Published on
April 5, 2026

Math behind √dₖ Scaling Factor in Attention

In this blog, we will learn about why we scale the dot product attention by √dₖ in the Transformer architecture with a step-by-step numeric example.

Math behind Attention - Q, K, and V
Published on
April 3, 2026

Math behind Attention - Q, K, and V

In this blog, we will learn about the math behind Attention - Query(Q), Key(K), and Value(V) with a step-by-step numeric example.

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