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Deep Learning Specialization
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Course 5
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Module 1
Syllabus
Courses
Course Syllabus
Sequence Models
Module 1: Recurrent Neural Networks
Recurrent Neural Networks
Lecture Notes (Optional)
Quiz
Programming Assignments
Downloading your Notebook, Downloading your Workspace and Refreshing your Workspace
Reading
・
5m
Building your Recurrent Neural Network - Step by Step
Graded
・Code Assignment
・
3h
Dinosaur Island-Character-Level Language Modeling
Graded
・Code Assignment
・
3h
Jazz Improvisation with LSTM
Graded
・Code Assignment
・
3h
Module 2: Natural Language Processing & Word Embeddings
Introduction to Word Embeddings
Learning Word Embeddings: Word2vec & GloVe
Applications Using Word Embeddings
Lecture Notes (Optional)
Quiz
Programming Assignments
Module 3: Sequence Models & Attention Mechanism
Various Sequence To Sequence Architectures
Speech Recognition - Audio Data
Lecture Notes (Optional)
Quiz
Programming Assignments
Module 4: Transformer Network
Transformers
Lecture Notes (Optional)
Quiz
End of access to Lab Notebooks
Programming Assignment
Transformer Applications - Ungraded Labs
Conclusion
References & Acknowledgments
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Deep Learning Specialization
Intermediate
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Topics
Computer Vision
Deep Learning
NLP
Supervised Learning
Transformers
Collaborator
DeepLearning.AI
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