Foundations

ML Fundamentals

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

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ML Maths Basics
beginner
Manipulate vectors and matrices
Supervised Learning
beginner
Train decision trees, random forests, and neural nets
Unsupervised Learning
intermediate
Apply k-means and DBSCAN clustering
ML Pipelines
intermediate
Engineer features and handle missing data
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2FA: Two Factor Authentication - Computerphile
ML Fundamentals ⚡ AI Lesson
2FA: Two Factor Authentication - Computerphile
Computerphile Intermediate 8y ago
Backup and restore Jaxx wallet with passphrase
ML Fundamentals ⚡ AI Lesson
Backup and restore Jaxx wallet with passphrase
deeplizard Intermediate 8y ago
LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - #44
ML Fundamentals
LSTMs, Plus a Deep Learning History Lesson with Jürgen Schmidhuber - #44
The TWIML AI Podcast with Sam Charrington Intermediate 8y ago
Send Litecoin from Jaxx wallet to GDAX
ML Fundamentals ⚡ AI Lesson
Send Litecoin from Jaxx wallet to GDAX
deeplizard Beginner 8y ago
Pandas Time Series Analysis 6: Timezone Handling
ML Fundamentals
Pandas Time Series Analysis 6: Timezone Handling
codebasics Beginner 8y ago
The 100 Days is Over! | 100 Days of Code 17
ML Fundamentals
The 100 Days is Over! | 100 Days of Code 17
Daniel Bourke Beginner 8y ago
Build First System Quickly, Then Iterate (C3W2L03)
ML Fundamentals ⚡ AI Lesson
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
Send Litecoin from GDAX to Jaxx wallet
ML Fundamentals ⚡ AI Lesson
Send Litecoin from GDAX to Jaxx wallet
deeplizard Beginner 8y ago
Install Jaxx cryptocurrency wallet Chrome extension
ML Fundamentals ⚡ AI Lesson
Install Jaxx cryptocurrency wallet Chrome extension
deeplizard Beginner 8y ago
Remove Jaxx cryptocurrency wallet from Windows 10
ML Fundamentals ⚡ AI Lesson
Remove Jaxx cryptocurrency wallet from Windows 10
deeplizard Beginner 8y ago
Jaxx cryptocurrency wallet overview - A Blockchain Interface
ML Fundamentals ⚡ AI Lesson
Jaxx cryptocurrency wallet overview - A Blockchain Interface
deeplizard Beginner 8y ago
Install Jaxx cryptocurrency wallet on Windows 10 and verify file hash
ML Fundamentals ⚡ AI Lesson
Install Jaxx cryptocurrency wallet on Windows 10 and verify file hash
deeplizard 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 ⚡ AI Lesson
Cleaning Up Incorrectly Labelled Data (C3W2L02)
DeepLearningAI Beginner 8y ago
Surpassing Human-Level Performance (C3W1L11)
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
Single Number Evaluation Metric (C3W1L03)
DeepLearningAI Beginner 8y ago
Improving Model Performance (C3W1L01)
ML Fundamentals ⚡ AI Lesson
Improving Model Performance (C3W1L01)
DeepLearningAI Beginner 8y ago
Vectorizing Logistic Regression's Gradient Computation (C1W2L14)
ML Fundamentals ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
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 ⚡ AI Lesson
Gradient Descent on m Examples (C1W2L10)
DeepLearningAI Beginner 8y ago
A Note on Python/Numpy Vectors (C1W2L16)
ML Fundamentals ⚡ AI Lesson
A Note on Python/Numpy Vectors (C1W2L16)
DeepLearningAI Beginner 8y ago
Vectorization (C1W2L11)
ML Fundamentals ⚡ AI Lesson
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
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