Hierarchical Representations Archives

Why are deep neural networks called deep?

Friday, 18 August 2023 by Nguyen Xuan Tung

Deep neural networks are called "deep" because of their multiple layers, rather than the number of nodes. The term "deep" refers to the depth of the network, which is determined by the number of layers it has. Each layer consists of a set of nodes, also known as neurons, which perform computations on the input

Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, First steps in Machine Learning, Deep neural networks and estimators

Tagged under: Artificial Intelligence, Deep Neural Networks, Expressive Power, Hierarchical Representations, Image Classification, Neural Network Depth

What type of machine learning model did the researchers settle on for their multiclass classification task in transcribing medieval texts, and why is it well-suited for this task?

Sunday, 06 August 2023 by EITCA Academy

The researchers settled on a Convolutional Neural Network (CNN) machine learning model for their multiclass classification task in transcribing medieval texts. This choice was well-suited for the task due to several reasons. Firstly, CNNs have proven to be highly effective in image recognition tasks, which is relevant to transcribing medieval texts as they often contain

Published in Artificial Intelligence, EITC/AI/TFF TensorFlow Fundamentals, TensorFlow Applications, Helping paleographers transcribe medieval text with ML, Examination review

Tagged under: Artificial Intelligence, CNN, Computational Efficiency, Convolutional Neural Network, Deep Learning, Handwritten Characters, Hierarchical Representations, Image Recognition, Multiclass Classification, Transcribing Medieval Texts

We care about your privacy

EITCI uses cookies and similar technologies to keep this site secure, remember your choices, provide personalized experience, measure the traffic, serve more relevant content and certification programmes. You can accept all cookies or customize your preferences. Cookies are variables used to store website specific information on your device to facilitate processing of data for personalized website visit, such as login to your account, accessing the programmes, placing enrolment orders in chosen programmes and improving your EITC certification journey. You can change or withdraw your consent at any time by clicking the Consent Preferences button at the left-bottom of your screen. We respect your choices and are committed to providing you with a transparent and secure browsing experience, which may be limited when cookies aren't accepted. For more details refer to the Privacy Policy

EITCA Academy

Why are deep neural networks called deep?

What type of machine learning model did the researchers settle on for their multiclass classification task in transcribing medieval texts, and why is it well-suited for this task?

EITCA Academy is a part of the European IT Certification framework

We care about your privacy

Necessary

Functional

Preferences

External media and social features

Analytics

Marketing and conversions

EITCA Academy

LOG IN TO YOUR ACCOUNT

FORGOT YOUR PASSWORD?

CREATE AN ACCOUNT

Why are deep neural networks called deep?

What type of machine learning model did the researchers settle on for their multiclass classification task in transcribing medieval texts, and why is it well-suited for this task?

We care about your privacy