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Deep Learning Primer

  • July 15, 2023
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Meet the Author : Mr. Bharani Kumar

Bharani Kumar Depuru is a well known IT personality from Hyderabad. He is the Founder and Director of Innodatatics Pvt Ltd and 360DigiTMG. Bharani Kumar is an IIT and ISB alumni with more than 17 years of experience, he held prominent positions in the IT elites like HSBC, ITC Infotech, Infosys, and Deloitte. He is a prevalent IT consultant specializing in Industrial Revolution 4.0 implementation, Data Analytics practice setup, Artificial Intelligence, Big Data Analytics, Industrial IoT, Business Intelligence and Business Management. Bharani Kumar is also the chief trainer at 360DigiTMG with more than Ten years of experience and has been making the IT transition journey easy for his students. 360DigiTMG is at the forefront of delivering quality education, thereby bridging the gap between academia and industry.

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In order to simulate Biological Neural Network, artificial neural networks are utilised.

Because there are several layers leading to the output, deep learning is given this term.

Shallow Learning Models vs. Deep Learning Models

Deep Learning Primer

Deep Learning models are used to automatically extract features from the data (images, speech, text, and videos; movies are a subset of images).Click here to learn Data Science in Hyderabad

The multiple layers capture compositionality:

Image Recognition

Each layer captures certain characteristics, such as:

Deep Learning Primer

Low-Level characteristics are captured by the first layers.

Deep Learning Primer

The next layers record mid-level characteristics.

High-Level characteristics are captured by final layers.

The classifier will eventually forecast the result.

Deep Learning Primer

Deep Learning Primer
Deep Learning Primer
Deep Learning Primer

Deep Learning Learns Layers of Features

Deep Learning Primer

Layers of Features are Learned by Deep Learning

Multiple layers of processing are applied to speech data in order to capture compositionality.

Deep Learning Primer

Deep Learning layers are used to analyse text input and identify compositionality.

Deep Learning Primer

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Shallow Machine Learning Models:

Manual feature extraction from the data is done.

Vision/Images/Videos: Videos are divided into frames of images, and the features are then retrieved from each frame of image.

Deep Learning Primer
Deep Learning Primer
Deep Learning Primer

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