NOC:Deep Learning - Study24x7
Social learning Network

Login

New to Study24X7 ?

 Join Now
NOC:Deep Learning

13 Learners

NOC:Deep Learning

Validity Unlimited NOC:Deep Learning All Level NOC:Deep Learning English

0.0 (0)
Free

About This Course

Deep learning (also known as deep structured learning or hierarchical learning) is part of a broader family of machine learning methods based on artificial neural networks. Learning can be supervised, semi-supervised or unsupervised.Deep learning architectures such as deep neural networks, deep belief networks, recurrent neural networks and convolutional neural networks have been applied to fields including computer vision, speech recognition, natural language processing, audio recognition, social network filtering, machine translation, bioinformatics, drug design, medical image analysis, material inspection and board game programs, where they have produced results comparable to and in some cases superior to human experts.

  • NOC:Deep Learning Total 11 Modules
  • NOC:Deep Learning 98 Videos
  • NOC:Deep Learning Downloadable on mobile
  • NOC:Deep Learning Published on 05 July, 2019

Course Curriculum

Week 1

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Proof of Convergence of Perceptron Learning Algorithm

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Perceptron Learning Algorithm

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Error and Error Surfaces

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Perceptrons

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    McCulloch Pitts Neuron, Thresholding Logic

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Motivation from Biological Neurons

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    (Need for) Sanity

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    The Madness (2013-)

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Beating humans at their own games (literally)

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    The Curious Case of Sequences

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Faster, higher, stronger

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    From Cats to Convolutional Neural Networks

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    The Deep Revival

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    From Spring to Winter of AI

    15m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Biological Neuron

    15m <?php echo  $alt; ?>

Week 2

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Deep Learning(CS7015): Learning Parameters: Gradient Descent

    35m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Learning(CS7015): Learning Parameters: (Infeasible) guess work

    35m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Learning(CS7015): A typical Supervised Machine Learning Setup

    35m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Learning(CS7015): Sigmoid Neuron

    35m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Learning(CS7015): Linearly Separable Boolean Functions

    35m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Learning(CS7015): Representation Power of a Network of Perceptrons

    35m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Learning(CS7015) :Representation Power of Multilayer Network

    35m <?php echo  $alt; ?>

Week 3

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Information content, Entropy & cross entropy

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Derivative of the activation function

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Backpropagation: Pseudo code

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Backpropagation: Computing Gradients w.r.t. Parameters

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Backpropagation: Computing Gradients w.r.t. Hidden Units

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Backpropagation: Computing Gradients w.r.t. the Output Units

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Backpropagation (Intuition)

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Output functions and Loss functions

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Learning Paramters of Feedforward Neural Networks (Intuition)

    44m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Feedforward Neural Networks (a.k.a multilayered network of neurons)

    44m <?php echo  $alt; ?>

Week 4

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Gradient Descent with Adaptive Learning Rate

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Line Search

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Tips for Adjusting Learning Rate and Momentum

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Stochastic And Mini-Batch Gradient Descent

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Nesterov Accelerated Gradient Descent

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Bias Correction in Adam

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Momentum based Gradient Descent

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Contours Maps

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Recap: Learning Parameters: Guess Work, Gradient Descent

    10m <?php echo  $alt; ?>

Week 5

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Eigenvalue Decompositon

    9m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Principal Component Analysis and its Interpretations

    25m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Linear Algebra : Basic Definitions

    25m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Eigenvalues and Eigenvectors

    25m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Singular Value Decomposition

    26m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    PCA : Practical Example

    26m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    PCA : Interpretation 3

    26m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    PCA : Interpretation 3 (Contd.)

    26m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    PCA : Interpretation 2

    26m <?php echo  $alt; ?>

Week 6

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Contractive Autoencoders

    8m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Sparse Autoencoders

    8m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Denoising Autoencoders

    8m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Regularization in autoencoders (Motivation)

    8m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Link between PCA and Autoencoders

    8m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Introduction to Autoncoders

    8m <?php echo  $alt; ?>

Week 7

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Dropout

    16m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Ensemble Methods

    16m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Early stopping

    16m <?php echo  $alt; ?>

Week 8

NOC:Deep Learning
  • <?php echo  $alt; ?>

    A quick recap of training deep neural networks

    6m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Unsupervised pre-training

    24m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Better activation functions

    28m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Better initialization strategies

    26m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Batch Normalization

    15m <?php echo  $alt; ?>

week 9

NOC:Deep Learning
  • <?php echo  $alt; ?>

    One-hot representations of words

    9m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Distributed Representations of words

    12m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    SVD for learning word representations

    14m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    SVD for learning word representations (Contd.)

    1m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Continuous bag of words model

    36m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Skip-gram model

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Skip-gram model (Contd.)

    8m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Contrastive estimation

    7m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Hierarchical softmax

    13m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    GloVe representations

    7m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Evaluating word representations

    8m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Relation between SVD and Word2Vec

    4m <?php echo  $alt; ?>

Week 10

NOC:Deep Learning
  • <?php echo  $alt; ?>

    The convolution operation

    4m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Relation between input size, output size and filter size

    12m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Convolutional Neural Networks

    16m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Convolutional Neural Networks (Contd.)

    17m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    CNNs (success stories on ImageNet)

    20m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Image Classification continued (GoogLeNet and ResNet)

    22m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Visualizing patches which maximally activate a neuron

    6m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Visualizing filters of a CNN

    6m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Occlusion experiments

    6m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Finding influence of input pixels using backpropagation

    6m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Guided Backpropagation

    4m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Optimization over images

    10m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Dream

    11m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Create images from embeddings

    11m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Deep Art

    5m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Fooling Deep Convolutional Neural Networks

    6m <?php echo  $alt; ?>

Week 11

NOC:Deep Learning
  • <?php echo  $alt; ?>

    Introduction to Encoder Decoder Models

    21m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Applications of Encoder Decoder models

    17m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Attention Mechanism

    27m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Attention Mechanism (Contd.)

    2m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Attention over images

    11m <?php echo  $alt; ?>
  • <?php echo  $alt; ?>

    Hierarchical Attention

    20m <?php echo  $alt; ?>

Similar Courses

SSC MTS Math Test Series

by Study24x7
5.0 (4)

2 Enrollments

Validity Unlimited

Free

UPSC ESIC UDC English Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

CLAT LAW English Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

CDS English Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

SBI Test Series - English

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

UPSC ESIC UDC (ESI Scheme & Office Procedure) Test..

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

CDS GS Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

CLAT GK Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

SBI Test Series Reasoning

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

CLAT Legal Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

UPSC ESIC ARITHMETIC Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

Civil Engineering  Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

Electrical engineering Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

SSC JE  Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

UP Police Constable Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

CMAT Mock  Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

FCI Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

UP Sub Inspector(SI) Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

Allahabad High Court Exam Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

SEBI Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

Mechanical Engineering Mock Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

MAT Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

99

LIC AAO Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

FSSAI Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49

SSC STENOGRAPHER Test Series

by Study24x7
0.0 (0)

0 Enrollments

Validity Unlimited

49