•
Amrita
School
of
Engineering,
Bangalore
19ECE354 - Deep Learning
Ms. HARIKA PUDUGOSULA
Lecturer
Department of Electronics & Communication Engineering
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Type of Evaluation Maximum
Marks
Weightage
Periodical 1 50 15
Periodical 2 50 15
End Semester
End Semester (Written) 100 30
2 Lab Tests (10+10) 20 20
Continuous Assessment
2 MCQ-Type Quizzes (05) 30 05
3 Programming Assignments (15) 30 15
Total 280 100
Evaluation Pattern
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Artificial Neural Networks
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• The Neuron
• Expressing Linear Perceptrons as Neurons
• Feed-Forward Neural Networks
• Linear Neurons and Their Limitations
• Sigmoid, Tanh, and ReLU Neurons
• Softmax Output Layers
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fig: Image from MNIST handwritten digit dataset
A zero that’s
algorithmically
difficult to distinguish
from a six
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Text book defination of Deep Learning -
• Deep learning is a subset of a more general field of AI called machine
learning, which is predicated on this idea of learning from example.
• In machine learning, instead of teaching a computer a massive list of
rules to solve the problem, we give it a model with which it can
evaluate examples, and a small set of instructions to modify the model
when it makes a mistake.
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https://cdn.vectorstock.com/i/composite/12,25/neuron-cell-vector-81225.jpg
https://cdn.vectorstock.com/i/composite/12,25/neuron-cell-vector-81225.jpg
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Neuron
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Thank you
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Artificial Neural Networks_Part-1.pptx