100% satisfaction guarantee Immediately available after payment Both online and in PDF No strings attached
logo-home
UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS FOR NLP EXAM LATEST UPDATE (QUESTIONS AND VERIFIED SOLUTIONS) $13.49   Add to cart

Exam (elaborations)

UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS FOR NLP EXAM LATEST UPDATE (QUESTIONS AND VERIFIED SOLUTIONS)

 0 view  0 purchase
  • Course
  • UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS
  • Institution
  • UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS

QUESTIONS AND ANSWERS

Preview 2 out of 9  pages

  • October 31, 2024
  • 9
  • 2024/2025
  • Exam (elaborations)
  • Questions & answers
  • UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS
  • UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS
avatar-seller
EXEMPLARY1
UNDERSTANDING
CONVOLUTIONAL NEURAL
NETWORKS FOR NLP EXAM
LATEST UPDATE (QUESTIONS
AND VERIFIED SOLUTIONS)
Convolu'onal Neural Network
In machine learning, a convolu'onal neural network (CNN, or convnet) is a
class of deep, feed-forward ar'ficial neural networks that has successfully been
applied to analyzing visual imagery.


Cnns use a varia'on of mul'layer perceptrons designed to require minimal
preprocessing. They are also known as shiE invariant or space invariant
ar'ficial neural networks (SIANN), based on their shared-weights architecture
and transla'on invariance characteris'cs.
Computer Vision
Computer vision is an interdisciplinary field that deals with how computers can
be made for gaining high-level understanding from digital images or videos.
From the perspec've of engineering, it seeks to automate tasks that the
human visual system can do.
Natural Language Processing
A field of computer science, ar'ficial intelligence concerned with the
interac'ons between computers and human (natural) languages, and, in
par'cular, concerned with programming computers to fruiLully process large
natural language data.

, Challenges in natural language processing frequently involve speech
recogni'on, natural language understanding, and natural language genera'on.
Convolu'on
The for me easiest way to understand a convolu'on is by thinking of it as a
sliding window func'on applied to a matrix.


The sliding window is called a kernel, filter, or feature detector. Say we use a
3×3 filter, mul'ply its values element-wise with the original matrix, then sum
them up.


To get the full convolu'on we do this for each element by sliding the filter over
the whole matrix.


This emulates the response of an individual neuron to visual s'muli.
Kernel
Sliding window used in a convolu'on.
Filter
Sliding window used in a convolu'on.
Feature Detector
Sliding window used in a convolu'on.
Hadamard Product
Mul'ply Values Element-Wise: A binary opera'on that takes two matrices of
the same dimensions, and produces another matrix where each element ij is
the product of elements ij of the original two matrices. It should not be
confused with the more common matrix product.

The benefits of buying summaries with Stuvia:

Guaranteed quality through customer reviews

Guaranteed quality through customer reviews

Stuvia customers have reviewed more than 700,000 summaries. This how you know that you are buying the best documents.

Quick and easy check-out

Quick and easy check-out

You can quickly pay through credit card or Stuvia-credit for the summaries. There is no membership needed.

Focus on what matters

Focus on what matters

Your fellow students write the study notes themselves, which is why the documents are always reliable and up-to-date. This ensures you quickly get to the core!

Frequently asked questions

What do I get when I buy this document?

You get a PDF, available immediately after your purchase. The purchased document is accessible anytime, anywhere and indefinitely through your profile.

Satisfaction guarantee: how does it work?

Our satisfaction guarantee ensures that you always find a study document that suits you well. You fill out a form, and our customer service team takes care of the rest.

Who am I buying these notes from?

Stuvia is a marketplace, so you are not buying this document from us, but from seller EXEMPLARY1. Stuvia facilitates payment to the seller.

Will I be stuck with a subscription?

No, you only buy these notes for $13.49. You're not tied to anything after your purchase.

Can Stuvia be trusted?

4.6 stars on Google & Trustpilot (+1000 reviews)

62890 documents were sold in the last 30 days

Founded in 2010, the go-to place to buy study notes for 14 years now

Start selling
$13.49
  • (0)
  Add to cart