Library/coursera-deep-learning-specialization
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amanchadha/coursera-deep-learning-specialization

coursera-deep-learning-specialization

Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks;

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amanchadha

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This repository contains comprehensive notes, programming assignments, and quizzes from the complete Coursera Deep Learning Specialization offered by deeplearning.ai. It covers all five courses including Neural Networks and Deep Learning, hyperparameter tuning and optimization, ML project structuring, and Convolutional Neural Networks. The materials are organized as Jupyter notebooks providing hands-on implementation examples and theoretical concepts.

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Neural Network FundamentalsDeep Learning Architecture DesignBackpropagation AlgorithmHyperparameter TuningRegularization TechniquesGradient Descent OptimizationConvolutional Neural NetworksRecurrent Neural NetworksLong Short-Term Memory NetworksTransformer ArchitectureMachine Learning Project StructuringTransfer LearningComputer VisionNatural Language ProcessingSequence Modeling

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Neural Network FundamentalsDeep Learning Architecture DesignBackpropagation AlgorithmHyperparameter TuningRegularization TechniquesGradient Descent OptimizationConvolutional Neural NetworksRecurrent Neural NetworksLong Short-Term Memory NetworksTransformer ArchitectureMachine Learning Project StructuringTransfer LearningComputer VisionNatural Language ProcessingSequence ModelingImageNeural Architecture UnderstandingTextAcademic Learning SupportDeep Learning EducationEducationDeep Learning FundamentalsProgramming Assignment SolutionsCourse Material ReferenceTabularJupyter NotebooksEducational EnvironmentHands-on Neural Network ImplementationJupyter Notebook

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Other AI / MLPrimaryLearning ResourcesNLP & TextData Science & AnalyticsFoundation ModelsComputer Vision

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Jupyter Notebook100.0%

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Project created
Jun 24, 2020
Forked
Mar 22, 2026
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6 months ago
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6 months ago
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Oct 8, 2025

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