Deep Learning Notes pdf | Deep Learning Lecture Notes pdf

Deep Learning Notes PDF

Date: 27th Jan 2023

In these “Deep Learning Notes PDF”, we will study the deep learning algorithms and their applications in order to solve real problems.

We have provided multiple complete Deep Learning Lecture Notes PDF for any university student of BCA, MCA, B.Sc, B.Tech CSE, M.Tech branch to enhance more knowledge about the subject and to score better marks in the exam. Students can easily make use of all these Deep Learning Lecture Notes PDF by downloading them.

Topics in our Deep Learning pdf Notes

The topics we will cover in these Deep Learning Notes PDF will be taken from the following list:

Introduction: Historical context and motivation for deep learning; basic supervised classification task, optimizing logistic classifier using gradient descent, stochastic gradient descent, momentum, and adaptive sub-gradient method.

Neural Networks: Feedforward neural networks, deep networks, regularizing a deep network, model exploration, and hyper parameter tuning.

Convolution Neural Networks: Introduction to convolution neural networks: stacking, striding and pooling, applications like image, and text classification.

Sequence Modeling: Recurrent Nets: Unfolding computational graphs, recurrent neural networks (RNNs), bidirectional RNNs, encoder-decoder sequence to sequence architectures, deep recurrent networks, LSTM networks.

Autoencoders: Undercomplete autoencoders, regularized autoencoders, sparse autoencoders, denoising autoencoders, representational power, layer, size, and depth of autoencoders, stochastic encoders and decoders.

Structuring Machine Learning Projects: Orthogonalization, evaluation metrics, train/dev/test distributions, size of the dev and test sets, cleaning up incorrectly labeled data, bias and variance with mismatched data distributions, transfer learning, multi-task learning.

Download Deep Learning Lecture Notes PDF

Deep Learning Notes PDF

Deep Learning Notes PDF
Source: tutorialsduniya.com

Deep Learning Notes PDF

Deep Learning Notes PDF
Source: iitb.ac.in

Deep Learning pdf Notes

Deep Learning pdf Notes
Source: ccsuniversity.ac.in

Deep Learning pdf Notes

Deep Learning pdf Notes
Source: iitm.ac.in

Deep Learning Lecture Notes PDF

Deep Learning Lecture Notes PDF
Source: nptel.ac.in

Deep Learning Lecture Notes PDF

Deep Learning Lecture Notes PDF
Source: iitd.ac.in

Deep Learning Lecture Notes PDF

Deep Learning Lecture Notes PDF
Source: bits-pilani.ac.in

Neural networks and deep learning notes pdf

Neural networks and deep learning notes pdf
Source: iitd.ac.in

Computer Science Notes

Software Engineering Projects PDF with Documentation Report
Deep Learning Notes pdf | Deep Learning Lecture Notes pdf

In this article, you will get the list of Best Software Engineering Projects pdf with Documentation. These software engineering mini projects pdf will help you tremendously in preparation for your own Software Engineering Project report.

URL: https://www.tutorialsduniya.com/software-engineering-projects-pdf/

Author: Delhi University

Editor's Rating:
5
Ads Blocker Image Powered by Code Help Pro

Ads Blocker Detected!!!

We have detected that you are using extensions to block ads. Please support us by disabling these ads blocker.

Powered By
Best Wordpress Adblock Detecting Plugin | CHP Adblock