📐 ML Fundamentals

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

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

ML Fundamentals

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

DeepLearningAI Beginner 8y ago

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

ML Fundamentals ⚡ AI Lesson

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

DeepLearningAI Beginner 8y ago

Multitask Learning (C3W2L08)

ML Fundamentals ⚡ AI Lesson

Multitask Learning (C3W2L08)

DeepLearningAI Beginner 8y ago

Addressing Data Mismatch (C3W2L06)

ML Fundamentals

Addressing Data Mismatch (C3W2L06)

DeepLearningAI Beginner 8y ago

Transfer Learning (C3W2L07)

ML Fundamentals ⚡ AI Lesson

Transfer Learning (C3W2L07)

DeepLearningAI Beginner 8y ago

Bias and Variance With Mismatched Data (C3W2L05)

ML Fundamentals ⚡ AI Lesson

Bias and Variance With Mismatched Data (C3W2L05)

DeepLearningAI Beginner 8y ago

Regularization (C2W1L04)

ML Fundamentals

Regularization (C2W1L04)

DeepLearningAI Beginner 8y ago

Why Regularization Reduces Overfitting (C2W1L05)

ML Fundamentals

Why Regularization Reduces Overfitting (C2W1L05)

DeepLearningAI Beginner 8y ago

Basic Recipe for Machine Learning (C2W1L03)

ML Fundamentals

Basic Recipe for Machine Learning (C2W1L03)

DeepLearningAI Beginner 8y ago

Bias/Variance (C2W1L02)

ML Fundamentals

Bias/Variance (C2W1L02)

DeepLearningAI Beginner 8y ago

Forward Propagation in a Deep Network (C1W4L02)

ML Fundamentals

Forward Propagation in a Deep Network (C1W4L02)

DeepLearningAI Beginner 8y ago

Weight Initialization in a Deep Network (C2W1L11)

ML Fundamentals

Weight Initialization in a Deep Network (C2W1L11)

DeepLearningAI Beginner 8y ago

Numerical Approximations of Gradients (C2W1L12)

ML Fundamentals

Numerical Approximations of Gradients (C2W1L12)

DeepLearningAI Beginner 8y ago

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

ML Fundamentals

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

DeepLearningAI Beginner 8y ago

Dropout Regularization (C2W1L06)

ML Fundamentals ⚡ AI Lesson

Dropout Regularization (C2W1L06)

DeepLearningAI Beginner 8y ago

Vanishing/Exploding Gradients (C2W1L10)

ML Fundamentals ⚡ AI Lesson

Vanishing/Exploding Gradients (C2W1L10)

DeepLearningAI Beginner 8y ago

Train/Dev/Test Sets (C2W1L01)

ML Fundamentals ⚡ AI Lesson

Train/Dev/Test Sets (C2W1L01)

DeepLearningAI Beginner 8y ago

Deep L-Layer Neural Network (C1W4L01)

ML Fundamentals ⚡ AI Lesson

Deep L-Layer Neural Network (C1W4L01)

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Random Initialization (C1W3L11)

ML Fundamentals

Random Initialization (C1W3L11)

DeepLearningAI Beginner 8y ago

Other Regularization Methods (C2W1L08)

ML Fundamentals ⚡ AI Lesson

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 ⚡ AI Lesson

Derivatives Of Activation Functions (C1W3L08)

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Parameters vs Hyperparameters (C1W4L07)

ML Fundamentals

Parameters vs Hyperparameters (C1W4L07)

DeepLearningAI Beginner 8y ago

Vectorizing Across Multiple Examples (C1W3L04)

ML Fundamentals ⚡ AI Lesson

Vectorizing Across Multiple Examples (C1W3L04)

DeepLearningAI Beginner 8y ago

Understanding Dropout (C2W1L07)

ML Fundamentals ⚡ AI Lesson

Understanding Dropout (C2W1L07)

DeepLearningAI Beginner 8y ago

Building Blocks of a Deep Neural Network (C1W4L05)

ML Fundamentals ⚡ AI Lesson

Building Blocks of a Deep Neural Network (C1W4L05)

DeepLearningAI Beginner 8y ago

Why Non-linear Activation Functions (C1W3L07)

ML Fundamentals ⚡ AI Lesson

Why Non-linear Activation Functions (C1W3L07)

DeepLearningAI Beginner 8y ago

Computing Neural Network Output (C1W3L03)

ML Fundamentals ⚡ AI Lesson

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 ⚡ AI Lesson

Why Deep Representations? (C1W4L04)

DeepLearningAI Beginner 8y ago

Gradient Descent For Neural Networks (C1W3L09)

ML Fundamentals ⚡ AI Lesson

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)

ML Fundamentals ⚡ AI Lesson

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 ⚡ AI Lesson

Deep Learning Frameworks (C2W3L10)

DeepLearningAI Beginner 8y ago

Neural Network Overview (C1W3L01)

ML Fundamentals ⚡ AI Lesson

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 ⚡ AI Lesson

Softmax Regression (C2W3L08)

DeepLearningAI Beginner 8y ago

Batch Norm At Test Time (C2W3L07)

ML Fundamentals ⚡ AI Lesson

Batch Norm At Test Time (C2W3L07)

DeepLearningAI Beginner 8y ago

Why Does Batch Norm Work? (C2W3L06)

ML Fundamentals

Why Does Batch Norm Work? (C2W3L06)

DeepLearningAI Beginner 8y ago

Adam Optimization Algorithm (C2W2L08)

ML Fundamentals ⚡ AI Lesson

Adam Optimization Algorithm (C2W2L08)

DeepLearningAI Beginner 8y ago

RMSProp (C2W2L07)

ML Fundamentals

RMSProp (C2W2L07)

DeepLearningAI Beginner 8y ago

Fitting Batch Norm Into Neural Networks (C2W3L05)

ML Fundamentals

Fitting Batch Norm Into Neural Networks (C2W3L05)

DeepLearningAI Beginner 8y ago

Gradient Descent With Momentum (C2W2L06)

ML Fundamentals ⚡ AI Lesson

Gradient Descent With Momentum (C2W2L06)

DeepLearningAI Beginner 8y ago

Normalizing Activations in a Network (C2W3L04)

ML Fundamentals

Normalizing Activations in a Network (C2W3L04)

DeepLearningAI Beginner 8y ago

Hyperparameter Tuning in Practice (C2W3L03)

ML Fundamentals

Hyperparameter Tuning in Practice (C2W3L03)

DeepLearningAI Beginner 8y ago