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
Scaling AI for the Enterprise with Mazin Gilbert - #78
ML Fundamentals
Scaling AI for the Enterprise with Mazin Gilbert - #78
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
This Neural Network Optimizes Itself | Two Minute Papers #212
ML Fundamentals ⚡ AI Lesson
This Neural Network Optimizes Itself | Two Minute Papers #212
Two Minute Papers Advanced 8y ago
Scaleable Distributed Deep Learning with Hillery Hunter - #77
ML Fundamentals
Scaleable Distributed Deep Learning with Hillery Hunter - #77
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
How Do Neural Networks See The World? Pt 2. | Two Minute Papers #211
ML Fundamentals
How Do Neural Networks See The World? Pt 2. | Two Minute Papers #211
Two Minute Papers Advanced 8y ago
Backpropagation – The Math Behind Optimization
ML Fundamentals
Backpropagation – The Math Behind Optimization
365 Data Science Advanced 8y ago
The Complexity of Learning Neural Networks
ML Fundamentals ⚡ AI Lesson
The Complexity of Learning Neural Networks
Data Skeptic Advanced 8y ago
Linear Regression and Multiple Regression
ML Fundamentals ⚡ AI Lesson
Linear Regression and Multiple Regression
CodeEmporium Advanced 8y ago
[MINI] Convolutional Neural Networks
ML Fundamentals ⚡ AI Lesson
[MINI] Convolutional Neural Networks
Data Skeptic Advanced 8y ago
Training - Using Convolutional Neural Network to Identify Dogs vs Cats p. 3
ML Fundamentals
Training - Using Convolutional Neural Network to Identify Dogs vs Cats p. 3
sentdex Advanced 9y ago
3blue1brown channel trailer
ML Fundamentals
3blue1brown channel trailer
3Blue1Brown Advanced 9y ago
SVM Optimization - Practical Machine Learning Tutorial with Python p.27
ML Fundamentals
SVM Optimization - Practical Machine Learning Tutorial with Python p.27
sentdex Advanced 9y ago
Deep Learning - Computerphile
ML Fundamentals ⚡ AI Lesson
Deep Learning - Computerphile
Computerphile Advanced 10y ago
Snell's law proof using springs
ML Fundamentals ⚡ AI Lesson
Snell's law proof using springs
3Blue1Brown Advanced 10y ago
AlphaGo & Deep Learning - Computerphile
ML Fundamentals ⚡ AI Lesson
AlphaGo & Deep Learning - Computerphile
Computerphile Advanced 10y ago
CS231n Winter 2016: Lecture 3: Linear Classification 2, Optimization
ML Fundamentals
CS231n Winter 2016: Lecture 3: Linear Classification 2, Optimization
Andrej Karpathy Advanced 10y ago
How to find the best model parameters in scikit-learn
ML Fundamentals
How to find the best model parameters in scikit-learn
Data School Advanced 10y ago
Misconceptions About the Universe
ML Fundamentals ⚡ AI Lesson
Misconceptions About the Universe
Veritasium Advanced 11y ago
Multivariable Calculus Volume of a Sphere Proof - Double Integrals
ML Fundamentals ⚡ AI Lesson
Multivariable Calculus Volume of a Sphere Proof - Double Integrals
ritvikmath Advanced 13y ago
Multivariable Calculus Volume of a Sphere Proof - Triple Integrals
ML Fundamentals ⚡ AI Lesson
Multivariable Calculus Volume of a Sphere Proof - Triple Integrals
ritvikmath Advanced 13y ago
just for kix - fridley, spring 2012
ML Fundamentals
just for kix - fridley, spring 2012
Skip Price Advanced 14y ago
Towards Artificial General Intelligence with Greg Brockman - #74
ML Fundamentals
Towards Artificial General Intelligence with Greg Brockman - #74
The TWIML AI Podcast with Sam Charrington Advanced 8y ago
Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154
ML Fundamentals ⚡ AI Lesson
Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154
Two Minute Papers Advanced 8y ago
Machine Learning on Images with Noisy Human-centric Labels
ML Fundamentals ⚡ AI Lesson
Machine Learning on Images with Noisy Human-centric Labels
Data Skeptic Advanced 9y ago
Deep Neural Nets for Visual Recognition with Matt Zeiler - #22
ML Fundamentals
Deep Neural Nets for Visual Recognition with Matt Zeiler - #22
The TWIML AI Podcast with Sam Charrington Advanced 9y ago
[MINI] Generative Adversarial Networks
ML Fundamentals ⚡ AI Lesson
[MINI] Generative Adversarial Networks
Data Skeptic Advanced 9y ago
[MINI] Backpropagation
ML Fundamentals ⚡ AI Lesson
[MINI] Backpropagation
Data Skeptic Advanced 9y ago
Human Pose Estimation With Deep Learning | Two Minute Papers #106
ML Fundamentals
Human Pose Estimation With Deep Learning | Two Minute Papers #106
Two Minute Papers Advanced 9y ago
WaveNet by Google DeepMind | Two Minute Papers #93
ML Fundamentals
WaveNet by Google DeepMind | Two Minute Papers #93
Two Minute Papers Advanced 9y ago
Neural Material Synthesis | Two Minute Papers #88
ML Fundamentals
Neural Material Synthesis | Two Minute Papers #88
Two Minute Papers Advanced 9y ago
Visually Indicated Sounds | Two Minute Papers #79
ML Fundamentals
Visually Indicated Sounds | Two Minute Papers #79
Two Minute Papers Advanced 9y ago
How Does Deep Learning Work? | Two Minute Papers #24
ML Fundamentals ⚡ AI Lesson
How Does Deep Learning Work? | Two Minute Papers #24
Two Minute Papers Advanced 10y ago
Recurrent Neural Network Writes Music and Shakespeare Novels | Two Minute Papers #19
ML Fundamentals ⚡ AI Lesson
Recurrent Neural Network Writes Music and Shakespeare Novels | Two Minute Papers #19
Two Minute Papers Advanced 10y ago
Music And Measure Theory
ML Fundamentals
Music And Measure Theory
3Blue1Brown Advanced 10y ago
Creating Photographs Using Deep Learning | Two Minute Papers #13
ML Fundamentals
Creating Photographs Using Deep Learning | Two Minute Papers #13
Two Minute Papers Advanced 10y ago
Artificial Neural Networks and Deep Learning | Two Minute Papers #3
ML Fundamentals
Artificial Neural Networks and Deep Learning | Two Minute Papers #3
Two Minute Papers Advanced 10y ago
Euler's Formula and Graph Duality
ML Fundamentals
Euler's Formula and Graph Duality
3Blue1Brown Advanced 10y ago
Single Variable Calculus Volume of a Sphere - Proof 2
ML Fundamentals
Single Variable Calculus Volume of a Sphere - Proof 2
ritvikmath Advanced 13y ago
Single Variable Calculus Volume of a Sphere - Proof 1
ML Fundamentals ⚡ AI Lesson
Single Variable Calculus Volume of a Sphere - Proof 1
ritvikmath Advanced 13y ago
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