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Study the paper

Deep Residual Learning for Image Recognition

Lessons, visuals, quizzes, flashcards, and resources—organized in teaching order.

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Mathematical Formulation of Residual Learning

Residual Building Block with Identity Mapping: step by step

Interactive study view

Residual Building Block with Identity Mapping: step by step

Illustrative teaching data

Follow the existing bounded walkthrough in its intended sequence.

Step 1 of 3

  1. Step 1

    Define input vector x = [1.0, 2.0]

  2. Step 2

    Apply weight matrices and activation to compute residual F(x) = [0.0, 1.0]

  3. Step 3

    Add input x to residual F(x) to obtain output y = [1.0, 3.0]