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Deep Learning Specialization
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Course 1
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Module 2
Syllabus
Courses
Course Syllabus
Neural Networks and Deep Learning
Module 1: Introduction to Deep Learning
Welcome to the Deep Learning Specialization
Introduction to Deep Learning
Lecture Notes (Optional)
Quiz
Heroes of Deep Learning (Optional)
Module 2: Neural Networks Basics
Logistic Regression as a Neural Network
Binary Classification
Video
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8m
Logistic Regression
Video
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5m
Logistic Regression Cost Function
Video
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8m
Gradient Descent
Video
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11m
Derivatives
Video
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7m
More Derivative Examples
Video
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10m
Computation Graph
Video
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3m
Derivatives with a Computation Graph
Video
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14m
Logistic Regression Gradient Descent
Video
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6m
Gradient Descent on m Examples
Video
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8m
Derivation of DL/dz
Reading
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10m
Python and Vectorization
Lecture Notes (Optional)
Quiz
Programming Assignments
Heroes of Deep Learning (Optional)
Module 3: Shallow Neural Networks
Shallow Neural Network
Lecture Notes (Optional)
Quiz
Programming Assignment
Heroes of Deep Learning (Optional)
Module 4: Deep Neural Networks
Deep Neural Network
Lecture Notes (Optional)
Quiz
End of access to Lab Notebooks
Programming Assignments
References & Acknowledgments
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Deep Learning Specialization
Intermediate
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Topics
Computer Vision
Deep Learning
NLP
Supervised Learning
Transformers
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DeepLearning.AI
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