Foundations

ML Fundamentals

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

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Build First System Quickly, Then Iterate (C3W2L03)
ML Fundamentals
Build First System Quickly, Then Iterate (C3W2L03)
DeepLearningAI Beginner 8y ago
Training and Testing on Different Distributions (C3W2L04)
ML Fundamentals
Training and Testing on Different Distributions (C3W2L04)
DeepLearningAI Beginner 8y ago
Carrying Out Error Analysis (C3W2L01)
ML Fundamentals
Carrying Out Error Analysis (C3W2L01)
DeepLearningAI Beginner 8y ago
Cleaning Up Incorrectly Labelled Data (C3W2L02)
ML Fundamentals
Cleaning Up Incorrectly Labelled Data (C3W2L02)
DeepLearningAI Beginner 8y ago
Surpassing Human-Level Performance (C3W1L11)
ML Fundamentals
Surpassing Human-Level Performance (C3W1L11)
DeepLearningAI Beginner 8y ago
Improving Model Performance (C3W1L12)
ML Fundamentals
Improving Model Performance (C3W1L12)
DeepLearningAI Beginner 8y ago
Avoidable Bias (C3W1L09)
ML Fundamentals
Avoidable Bias (C3W1L09)
DeepLearningAI Beginner 8y ago
Understanding Human-Level Performance? (C3W1L10)
ML Fundamentals
Understanding Human-Level Performance? (C3W1L10)
DeepLearningAI Beginner 8y ago
C3W1L08 WhyHumanLevelPerformance
ML Fundamentals
C3W1L08 WhyHumanLevelPerformance
DeepLearningAI Beginner 8y ago
When to Change Dev/Test Sets (C3W1L07)
ML Fundamentals
When to Change Dev/Test Sets (C3W1L07)
DeepLearningAI Beginner 8y ago
Sizeof Dev and Test Sets (C3W1L06)
ML Fundamentals
Sizeof Dev and Test Sets (C3W1L06)
DeepLearningAI Beginner 8y ago
Satisficing and Optimizing Metrics (C3W1L04)
ML Fundamentals
Satisficing and Optimizing Metrics (C3W1L04)
DeepLearningAI Beginner 8y ago
Train/Dev/Test Set Distributions (C3W1L05)
ML Fundamentals
Train/Dev/Test Set Distributions (C3W1L05)
DeepLearningAI Beginner 8y ago
Orthogonalization (C3W1L02 )
ML Fundamentals
Orthogonalization (C3W1L02 )
DeepLearningAI Beginner 8y ago
Single Number Evaluation Metric (C3W1L03)
ML Fundamentals
Single Number Evaluation Metric (C3W1L03)
DeepLearningAI Beginner 8y ago
Improving Model Performance (C3W1L01)
ML Fundamentals
Improving Model Performance (C3W1L01)
DeepLearningAI Beginner 8y ago
Vectorizing Logistic Regression's Gradient Computation (C1W2L14)
ML Fundamentals
Vectorizing Logistic Regression's Gradient Computation (C1W2L14)
DeepLearningAI Beginner 8y ago
Derivatives (C1W2L05)
ML Fundamentals
Derivatives (C1W2L05)
DeepLearningAI Beginner 8y ago
Derivatives With Computation Graphs (C1W2L08)
ML Fundamentals
Derivatives With Computation Graphs (C1W2L08)
DeepLearningAI Beginner 8y ago
Vectorizing Logistic Regression (C1W2L13)
ML Fundamentals
Vectorizing Logistic Regression (C1W2L13)
DeepLearningAI Beginner 8y ago
Logistic Regression Cost Function (C1W2L03)
ML Fundamentals
Logistic Regression Cost Function (C1W2L03)
DeepLearningAI Beginner 8y ago
Computation Graph (C1W2L07)
ML Fundamentals
Computation Graph (C1W2L07)
DeepLearningAI Beginner 8y ago
Logistic Regression (C1W2L02)
ML Fundamentals
Logistic Regression (C1W2L02)
DeepLearningAI Beginner 8y ago
Explanation of Logistic Regression's Cost Function (C1W2L18)
ML Fundamentals
Explanation of Logistic Regression's Cost Function (C1W2L18)
DeepLearningAI Beginner 8y ago
Gradient Descent (C1W2L04)
ML Fundamentals
Gradient Descent (C1W2L04)
DeepLearningAI Beginner 8y ago
Quick Tour of Jupyter/iPython Notebooks (C1W2L17)
ML Fundamentals
Quick Tour of Jupyter/iPython Notebooks (C1W2L17)
DeepLearningAI Beginner 8y ago
More Derivative Examples (C1W2L06)
ML Fundamentals
More Derivative Examples (C1W2L06)
DeepLearningAI Beginner 8y ago
Binary Classification (C1W2L01)
ML Fundamentals
Binary Classification (C1W2L01)
DeepLearningAI Beginner 8y ago
More Vectorization Examples (C1W2L12)
ML Fundamentals
More Vectorization Examples (C1W2L12)
DeepLearningAI Beginner 8y ago
Gradient Descent on m Examples (C1W2L10)
ML Fundamentals
Gradient Descent on m Examples (C1W2L10)
DeepLearningAI Beginner 8y ago
A Note on Python/Numpy Vectors (C1W2L16)
ML Fundamentals
A Note on Python/Numpy Vectors (C1W2L16)
DeepLearningAI Beginner 8y ago
Vectorization (C1W2L11)
ML Fundamentals
Vectorization (C1W2L11)
DeepLearningAI Beginner 8y ago
Broadcasting in Python (C1W2L15)
ML Fundamentals
Broadcasting in Python (C1W2L15)
DeepLearningAI Beginner 8y ago
Why is deep learning taking off? (C1W1L04)
ML Fundamentals
Why is deep learning taking off? (C1W1L04)
DeepLearningAI Beginner 8y ago
About This Course (C1W1L05)
ML Fundamentals
About This Course (C1W1L05)
DeepLearningAI Beginner 8y ago
Supervised Learning with a Neural Network (C1W1L03)
ML Fundamentals
Supervised Learning with a Neural Network (C1W1L03)
DeepLearningAI Beginner 8y ago
Logistic Regression Gradient Descent (C1W2L09)
ML Fundamentals
Logistic Regression Gradient Descent (C1W2L09)
DeepLearningAI Beginner 8y ago
What is a Neural Network? (C1W1L02)
ML Fundamentals
What is a Neural Network? (C1W1L02)
DeepLearningAI Beginner 8y ago
Welcome (Deep Learning Specialization C1W1L01)
ML Fundamentals
Welcome (Deep Learning Specialization C1W1L01)
DeepLearningAI Beginner 8y ago
Course Resources (C1W1L06)
ML Fundamentals
Course Resources (C1W1L06)
DeepLearningAI Beginner 8y ago
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
What is end-to-end deep learning? (C3W2L09)
DeepLearningAI Beginner 8y ago
Multitask Learning (C3W2L08)
ML Fundamentals
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
Transfer Learning (C3W2L07)
DeepLearningAI Beginner 8y ago
Bias and Variance With Mismatched Data (C3W2L05)
ML Fundamentals
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
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