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H13-311_V3.5 · Question #332

Which of the following options is not the Tensorflow build process?

The correct answer is D. Update weights I Right Answers). Option D is wrong because updating weights is a training operation, not a step in TensorFlow's graph build process. Weight updates occur during the execution/training phase when the session runs backpropagation - they happen after the graph is built and a session is active. Why…

Deep Learning Basics

Question

Which of the following options is not the Tensorflow build process?

Options

  • ABuilding a calculation chart
  • BInput tensor
  • CGenerate a session
  • DUpdate weights I Right Answers)

How the community answered

(59 responses)
  • A
    3% (2)
  • B
    7% (4)
  • C
    12% (7)
  • D
    78% (46)

Explanation

Option D is wrong because updating weights is a training operation, not a step in TensorFlow's graph build process. Weight updates occur during the execution/training phase when the session runs backpropagation - they happen after the graph is built and a session is active.

Why the distractors are wrong (i.e., why A, B, and C ARE part of the build process):

  • A (Building a calculation graph): This is the defining step of TensorFlow's build phase - you construct a static computational graph of nodes and operations before any data flows through it.
  • B (Input tensor): Defining input tensors (or placeholders in TF 1.x) is how you specify the graph's entry points - a necessary part of constructing the graph.
  • C (Generate a session): Creating a tf.Session() is the final build-phase step that prepares the runtime environment to execute the graph.

Memory tip: Think of TensorFlow's classic workflow as Build → Run → Train. Steps A, B, and C all belong to Build (define the graph and session). Weight updates belong to Train (run the optimizer inside the session) - so D is the odd one out.

Topics

#TensorFlow#Computational Graph#Build Process#Session

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