Covers: theory of BackPropagation Through Time
Estimated time needed to finish: 30 minutes
Questions this item addresses:
  • How to calculate gradient using BPTT?
How to use this item?

Read the section 10.2.2

Author(s) / creator(s) / reference(s)
Deep Learning book
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Back Propagation Through Time (BPTT)

Contributors
Total time needed: ~2 hours
Objectives
Mathematical foundations behind Deep Learning
Potential Use Cases
Backpropagation in RNN where there is Hidden-Hidden recurrence
Who is This For ?
INTERMEDIATEPeople interested in knowing how to use deep learning for modeling sequences.
Click on each of the following annotated items to see details.
ARTICLE 1. Back Propagation Through Time
  • What is BPTT?
20 minutes
BOOK_CHAPTER 2. Gradient Computation using BPTT
  • How to calculate gradient using BPTT?
30 minutes
BOOK_CHAPTER 3. Meaning of Hidden-Hidden recurrence
  • What does mean to have Hidden-Hidden recurrence relation?
30 minutes

Concepts Covered

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