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In this deep learning tutorial for beginners video you will learn what is deep learning, what is neural network and topology of neural network, how to do back propagation. You will also be working on various datasets to have a practical knowledge on deep learning.
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?Following topics are covered in this deep learning training video:
Deep Learning – 00:43
Application of Deep Learning – 3:06
How Deep Learning Works? – 4:11
What is Neural Network? – 5:34
Artificial Neural Network – 6:26
Topology of a Neural Network – 7:35
Neurons: How they work? – 8:28
Artificial Neurons – 9:03
Perceptron – How does it work? – 10:06
Why do we need Weights? – 10:59
Why do we need Activation Functions? – 11:25
Activation Function – 12:37
Types of Activation Function – 13:00
Training a Perceptron – 15:47
Perceptron Training Algorithm – 16:49
Benefits of using Artificial Neural Network – 17:40
Deep Learning Frameworks – 19:24
TensorFlow – 19:39
Keras – 20:35
PyTorch – 21:03
DL4J – 21:37
MXNet – 22:16
What are Tensors? – 22:57
Tensor Rank – 23:22
Computational Graph – 23:53
Program Elements in TensorFlow – 24:53
Constant – 25:15
Placeholder – 33:09
Variable – 39:10
Neuron – Human Nervous System – 51:02
Basic Artificial Neuron – 53:57
Feed Forward Neural Network – 1:13:17
Multi Layer Perceptron – 1:33:01
Back Propagation – 1:46:23
Image Library in Python – 2:19:39
The MNIST Database – 2:43:30
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Why Artificial Intelligence is important?
Artificial Intelligence is taking over each and every industry domain. Machine Learning and especially Deep Learning are the most important aspects of Artificial Intelligence that are being deployed everywhere from search engines to online movie recommendations. Taking the Intellipaat deep learning training & Artificial Intelligence Course can help professionals to build a solid career in a rising technology domain and get the best jobs in top organizations.
Why machine learning is important?
Machine learning might just be one of the most important fields of science that we are just moving towards. It differs from other science in the sense that this is one of the one domains where the input and output are not directly correlated and neither do we provide the input for every task that the machine will perform. It is more about mimicking how humans think and solving real world problems like humans without actually the intervention of humans. It focuses on developing computer programs that can be taught to grown and change when exposed to data.
Why should you opt for an Artificial Intelligence career?
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