📐 ML Fundamentals

Neural networks, backpropagation, gradient descent — the maths behind AI

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Why is deep learning taking off? (C1W1L04)

ML Fundamentals

Why is deep learning taking off? (C1W1L04)

DeepLearningAI Beginner 8y ago

About This Course (C1W1L05)

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About This Course (C1W1L05)

DeepLearningAI Beginner 8y ago

Supervised Learning with a Neural Network (C1W1L03)

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Supervised Learning with a Neural Network (C1W1L03)

DeepLearningAI Beginner 8y ago

Logistic Regression Gradient Descent (C1W2L09)

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Logistic Regression Gradient Descent (C1W2L09)

DeepLearningAI Beginner 8y ago

What is a Neural Network? (C1W1L02)

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What is a Neural Network? (C1W1L02)

DeepLearningAI Beginner 8y ago

Welcome (Deep Learning Specialization C1W1L01)

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Welcome (Deep Learning Specialization C1W1L01)

DeepLearningAI Beginner 8y ago

Course Resources (C1W1L06)

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Course Resources (C1W1L06)

DeepLearningAI Beginner 8y ago

Whether to Use End-To-End Deep Learning (C3W2L10)

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Whether to Use End-To-End Deep Learning (C3W2L10)

DeepLearningAI Beginner 8y ago

What is end-to-end deep learning? (C3W2L09)

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What is end-to-end deep learning? (C3W2L09)

DeepLearningAI Beginner 8y ago

Multitask Learning (C3W2L08)

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Multitask Learning (C3W2L08)

DeepLearningAI Beginner 8y ago

Addressing Data Mismatch (C3W2L06)

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Addressing Data Mismatch (C3W2L06)

DeepLearningAI Beginner 8y ago

Transfer Learning (C3W2L07)

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Transfer Learning (C3W2L07)

DeepLearningAI Beginner 8y ago

Bias and Variance With Mismatched Data (C3W2L05)

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Bias and Variance With Mismatched Data (C3W2L05)

DeepLearningAI Beginner 8y ago

Regularization (C2W1L04)

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Regularization (C2W1L04)

DeepLearningAI Beginner 8y ago

Why Regularization Reduces Overfitting (C2W1L05)

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Why Regularization Reduces Overfitting (C2W1L05)

DeepLearningAI Beginner 8y ago

Basic Recipe for Machine Learning (C2W1L03)

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Basic Recipe for Machine Learning (C2W1L03)

DeepLearningAI Beginner 8y ago

Bias/Variance (C2W1L02)

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Bias/Variance (C2W1L02)

DeepLearningAI Beginner 8y ago

Forward Propagation in a Deep Network (C1W4L02)

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Forward Propagation in a Deep Network (C1W4L02)

DeepLearningAI Beginner 8y ago

Weight Initialization in a Deep Network (C2W1L11)

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Weight Initialization in a Deep Network (C2W1L11)

DeepLearningAI Beginner 8y ago

Numerical Approximations of Gradients (C2W1L12)

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Numerical Approximations of Gradients (C2W1L12)

DeepLearningAI Beginner 8y ago

What does this have to do with the brain? (C1W4L08)

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What does this have to do with the brain? (C1W4L08)

DeepLearningAI Beginner 8y ago

Dropout Regularization (C2W1L06)

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Dropout Regularization (C2W1L06)

DeepLearningAI Beginner 8y ago

Vanishing/Exploding Gradients (C2W1L10)

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Vanishing/Exploding Gradients (C2W1L10)

DeepLearningAI Beginner 8y ago

Train/Dev/Test Sets (C2W1L01)

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Train/Dev/Test Sets (C2W1L01)

DeepLearningAI Beginner 8y ago

Deep L-Layer Neural Network (C1W4L01)

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Deep L-Layer Neural Network (C1W4L01)

DeepLearningAI Beginner 8y ago

Random Initialization (C1W3L11)

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Random Initialization (C1W3L11)

DeepLearningAI Beginner 8y ago

Other Regularization Methods (C2W1L08)

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Other Regularization Methods (C2W1L08)

DeepLearningAI Beginner 8y ago

Normalizing Inputs (C2W1L09)

ML Fundamentals

Normalizing Inputs (C2W1L09)

DeepLearningAI Beginner 8y ago

Derivatives Of Activation Functions (C1W3L08)

ML Fundamentals

Derivatives Of Activation Functions (C1W3L08)

DeepLearningAI Beginner 8y ago

Parameters vs Hyperparameters (C1W4L07)

ML Fundamentals

Parameters vs Hyperparameters (C1W4L07)

DeepLearningAI Beginner 8y ago

Vectorizing Across Multiple Examples (C1W3L04)

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Vectorizing Across Multiple Examples (C1W3L04)

DeepLearningAI Beginner 8y ago

Understanding Dropout (C2W1L07)

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Understanding Dropout (C2W1L07)

DeepLearningAI Beginner 8y ago

Building Blocks of a Deep Neural Network (C1W4L05)

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Building Blocks of a Deep Neural Network (C1W4L05)

DeepLearningAI Beginner 8y ago

Why Non-linear Activation Functions (C1W3L07)

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Why Non-linear Activation Functions (C1W3L07)

DeepLearningAI Beginner 8y ago

Computing Neural Network Output (C1W3L03)

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Computing Neural Network Output (C1W3L03)

DeepLearningAI Beginner 8y ago

Backpropagation Intuition (C1W3L10)

ML Fundamentals

Backpropagation Intuition (C1W3L10)

DeepLearningAI Beginner 8y ago

Why Deep Representations? (C1W4L04)

ML Fundamentals

Why Deep Representations? (C1W4L04)

DeepLearningAI Beginner 8y ago

Gradient Descent For Neural Networks (C1W3L09)

ML Fundamentals

Gradient Descent For Neural Networks (C1W3L09)

DeepLearningAI Beginner 8y ago

Neural Network Representations (C1W3L02)

ML Fundamentals

Neural Network Representations (C1W3L02)

DeepLearningAI Beginner 8y ago

TensorFlow (C2W3L11)

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TensorFlow (C2W3L11)

DeepLearningAI Beginner 8y ago

Activation Functions (C1W3L06)

ML Fundamentals

Activation Functions (C1W3L06)

DeepLearningAI Beginner 8y ago

Explanation For Vectorized Implementation (C1W3L05)

ML Fundamentals

Explanation For Vectorized Implementation (C1W3L05)

DeepLearningAI Beginner 8y ago

Getting Matrix Dimensions Right (C1W4L03)

ML Fundamentals

Getting Matrix Dimensions Right (C1W4L03)

DeepLearningAI Beginner 8y ago

Deep Learning Frameworks (C2W3L10)

ML Fundamentals

Deep Learning Frameworks (C2W3L10)

DeepLearningAI Beginner 8y ago

Neural Network Overview (C1W3L01)

ML Fundamentals

Neural Network Overview (C1W3L01)

DeepLearningAI Beginner 8y ago

Training Softmax Classifier (C2W3L09)

ML Fundamentals

Training Softmax Classifier (C2W3L09)

DeepLearningAI Beginner 8y ago

Softmax Regression (C2W3L08)

ML Fundamentals

Softmax Regression (C2W3L08)

DeepLearningAI Beginner 8y ago

Batch Norm At Test Time (C2W3L07)

ML Fundamentals

Batch Norm At Test Time (C2W3L07)

DeepLearningAI Beginner 8y ago

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