Foundations

ML Fundamentals

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

690
lessons
This Neural Network Optimizes Itself | Two Minute Papers #212
ML Fundamentals
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
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
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
The Complexity of Learning Neural Networks
Data Skeptic Advanced 8y ago
Linear Regression and Multiple Regression
ML Fundamentals
Linear Regression and Multiple Regression
CodeEmporium Advanced 8y ago
Homotopy Type Theory: Vladimir Voevodsky  - Computerphile
ML Fundamentals
Homotopy Type Theory: Vladimir Voevodsky - Computerphile
Computerphile Advanced 8y ago
Propositions as Types - Computerphile
ML Fundamentals
Propositions as Types - Computerphile
Computerphile Advanced 8y ago
Sebastian Raschka - SIteInterlock
ML Fundamentals
Sebastian Raschka - SIteInterlock
Sebastian Raschka Advanced 8y ago
[MINI] Convolutional Neural Networks
ML Fundamentals
[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
Indestructible Coating?!
ML Fundamentals
Indestructible Coating?!
Veritasium 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
The Mathematics of Code Breaking
ML Fundamentals
The Mathematics of Code Breaking
ritvikmath Advanced 9y ago
Snell's law proof using springs
ML Fundamentals
Snell's law proof using springs
3Blue1Brown 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
The Mathematics of Robotics
ML Fundamentals
The Mathematics of Robotics
ritvikmath 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
Misconceptions About the Universe
Veritasium Advanced 11y ago
Real-Time Character Control With Phase-Functioned Neural Networks | Two Minute Papers #154
ML Fundamentals
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
Machine Learning on Images with Noisy Human-centric Labels
Data Skeptic Advanced 8y 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 8y ago
[MINI] Generative Adversarial Networks
ML Fundamentals
[MINI] Generative Adversarial Networks
Data Skeptic Advanced 8y ago
[MINI] Backpropagation
ML Fundamentals
[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
Deep Learning - Computerphile
ML Fundamentals
Deep Learning - Computerphile
Computerphile Advanced 9y ago
AlphaGo & Deep Learning - Computerphile
ML Fundamentals
AlphaGo & Deep Learning - Computerphile
Computerphile Advanced 10y ago
How Does Deep Learning Work? | Two Minute Papers #24
ML Fundamentals
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
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
Why You Should Never Play Blackjack
ML Fundamentals
Why You Should Never Play Blackjack
ritvikmath Advanced 10y ago
Mathematics of Roulette
ML Fundamentals
Mathematics of Roulette
ritvikmath 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
Catenaries
ML Fundamentals
Catenaries
ritvikmath Advanced 12y ago
Number Theory - Solving Problems Using Mods
ML Fundamentals
Number Theory - Solving Problems Using Mods
ritvikmath Advanced 12y ago
Number Theory - Residue Systems
ML Fundamentals
Number Theory - Residue Systems
ritvikmath Advanced 12y ago
Number Theory - Generating Functions
ML Fundamentals
Number Theory - Generating Functions
ritvikmath Advanced 13y ago
PROM-BLEMS - A Journey Through Mathematics and Romance
ML Fundamentals
PROM-BLEMS - A Journey Through Mathematics and Romance
ritvikmath Advanced 13y ago
Number Theory - Clocks
ML Fundamentals
Number Theory - Clocks
ritvikmath Advanced 13y ago
Number Theory - A Basic Problem
ML Fundamentals
Number Theory - A Basic Problem
ritvikmath Advanced 13y ago
Proof of Integration by Parts
ML Fundamentals
Proof of Integration by Parts
ritvikmath Advanced 13y ago
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