📚 Learning Guide
Transformer Architecture
easy

Order the steps of how the Transformer architecture processes input data from initial encoding to final output generation.

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Learning Path
Learning Path

Question & Answer
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Choose the Best Answer

A

Input Embedding → Attention Mechanism → Output Decoding → Final Output

B

Attention Mechanism → Input Embedding → Final Output → Output Decoding

C

Input Embedding → Output Decoding → Attention Mechanism → Final Output

D

Output Decoding → Attention Mechanism → Input Embedding → Final Output

Understanding the Answer

Let's break down why this is correct

Answer

The Transformer first turns each word into a vector with an embedding layer and adds a positional encoding so the model knows word order. These vectors are fed through several encoder layers that apply self‑attention to mix information from all positions, then a feed‑forward network, and residual connections. The encoder’s final output is a set of contextualized vectors that summarize the entire input. The decoder receives a start token and, step by step, applies self‑attention to its own generated tokens, attends to the encoder output, and then passes the result through a feed‑forward network. Finally a linear layer followed by softmax produces the probability of the next word, which is repeated until an end token is produced.

Detailed Explanation

First the words are turned into numbers that the computer can read. Other options are incorrect because It starts by looking at relationships before the words are even turned into numbers, which is impossible; It says decoding happens before attention, but attention must happen first to know which words matter.

Key Concepts

Transformer Architecture
Attention Mechanism
Machine Translation
Topic

Transformer Architecture

Difficulty

easy level question

Cognitive Level

understand

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