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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Swim Tracking App - Computerphile
ML Fundamentals
Swim Tracking App - Computerphile
Computerphile Intermediate 11y ago
How Were the Pyramids Built?
ML Fundamentals
How Were the Pyramids Built?
Veritasium Intermediate 11y ago
Routers, The Internet & YouTube Offline - Computerphile
ML Fundamentals
Routers, The Internet & YouTube Offline - Computerphile
Computerphile Intermediate 11y ago
Isolated Singularities and Residues
ML Fundamentals
Isolated Singularities and Residues
ritvikmath Intermediate 11y ago
Hot Dog Guy
ML Fundamentals
Hot Dog Guy
Skip Price Intermediate 11y ago
The Argument Principle
ML Fundamentals
The Argument Principle
ritvikmath Intermediate 11y ago
The Great Wave
ML Fundamentals
The Great Wave
Skip Price Intermediate 11y ago
The Kindle Text Problem - Computerphile
ML Fundamentals
The Kindle Text Problem - Computerphile
Computerphile Intermediate 11y ago
Shellshock Code & the Bash Bug - Computerphile
ML Fundamentals
Shellshock Code & the Bash Bug - Computerphile
Computerphile Intermediate 11y ago
Blogging Guitar - Computerphile
ML Fundamentals
Blogging Guitar - Computerphile
Computerphile Intermediate 11y ago
Barber & Russell Paradoxes (History of Undecidability Part 2) - Computerphile
ML Fundamentals
Barber & Russell Paradoxes (History of Undecidability Part 2) - Computerphile
Computerphile Intermediate 11y ago
Piracy, Pictures and Metadata - Computerphile
ML Fundamentals
Piracy, Pictures and Metadata - Computerphile
Computerphile Intermediate 11y ago
Undecidability Tangent (History of Undecidability Part 1) - Computerphile
ML Fundamentals
Undecidability Tangent (History of Undecidability Part 1) - Computerphile
Computerphile Intermediate 11y ago
How Broadband ADSL Works - Computerphile
ML Fundamentals
How Broadband ADSL Works - Computerphile
Computerphile Intermediate 11y ago
Hill Climbing Algorithm & Artificial Intelligence - Computerphile
ML Fundamentals
Hill Climbing Algorithm & Artificial Intelligence - Computerphile
Computerphile Intermediate 11y ago
Integrals of Rational Functions from 0 to Infinity
ML Fundamentals
Integrals of Rational Functions from 0 to Infinity
ritvikmath Intermediate 11y ago
Rouche's Theorem
ML Fundamentals
Rouche's Theorem
ritvikmath Intermediate 11y ago
Turing Machine Primer - Computerphile
ML Fundamentals
Turing Machine Primer - Computerphile
Computerphile Intermediate 11y ago
Integrals of Rational Functions Times Exponential Functions
ML Fundamentals
Integrals of Rational Functions Times Exponential Functions
ritvikmath Intermediate 11y ago
Integrals of Rational Functions Times x to a Power
ML Fundamentals
Integrals of Rational Functions Times x to a Power
ritvikmath Intermediate 11y ago
Computing Residues
ML Fundamentals
Computing Residues
ritvikmath Intermediate 11y ago
Integrals of Rational Functions from -Infinity to Infinity
ML Fundamentals
Integrals of Rational Functions from -Infinity to Infinity
ritvikmath Intermediate 11y ago
Residue Theorem
ML Fundamentals
Residue Theorem
ritvikmath Intermediate 11y ago
Busy Beaver Turing Machines - Computerphile
ML Fundamentals
Busy Beaver Turing Machines - Computerphile
Computerphile Intermediate 11y ago
Paradoxes and Problems with Hamilton's Method
ML Fundamentals
Paradoxes and Problems with Hamilton's Method
ritvikmath Intermediate 11y ago
Jefferson's Method
ML Fundamentals
Jefferson's Method
ritvikmath Intermediate 11y ago
Hamilton's Method
ML Fundamentals
Hamilton's Method
ritvikmath Intermediate 11y ago
Adams' Method and Webster's Method
ML Fundamentals
Adams' Method and Webster's Method
ritvikmath Intermediate 11y ago
Laurent Series
ML Fundamentals
Laurent Series
ritvikmath Intermediate 11y ago
United Nations Banzhaf Power Index Calculations
ML Fundamentals
United Nations Banzhaf Power Index Calculations
ritvikmath Intermediate 11y ago
Shapley - Shubik Power Index
ML Fundamentals
Shapley - Shubik Power Index
ritvikmath Intermediate 11y ago
Morera's Theorem and Liouville's Theorem
ML Fundamentals
Morera's Theorem and Liouville's Theorem
ritvikmath Intermediate 11y ago
Details of Weighted Voting
ML Fundamentals
Details of Weighted Voting
ritvikmath Intermediate 11y ago
Implications of Cauchy's Formula
ML Fundamentals
Implications of Cauchy's Formula
ritvikmath Intermediate 11y ago
Who Holds the Most Power in the United Nations
ML Fundamentals
Who Holds the Most Power in the United Nations
ritvikmath Intermediate 11y ago
Ranking Methods
ML Fundamentals
Ranking Methods
ritvikmath Intermediate 11y ago
The Pairwise Method (Copeland's Method)
ML Fundamentals
The Pairwise Method (Copeland's Method)
ritvikmath Intermediate 11y ago
Cauchy's Formula
ML Fundamentals
Cauchy's Formula
ritvikmath Intermediate 11y ago
Cauchy's Theorem
ML Fundamentals
Cauchy's Theorem
ritvikmath Intermediate 11y ago
The Plurality - Elimination Method
ML Fundamentals
The Plurality - Elimination Method
ritvikmath Intermediate 11y ago
Why Violating Majority Violates Condorcet
ML Fundamentals
Why Violating Majority Violates Condorcet
ritvikmath Intermediate 11y ago
The Borda Count Method
ML Fundamentals
The Borda Count Method
ritvikmath Intermediate 11y ago
Why Our Voting System is Mathematically Flawed
ML Fundamentals
Why Our Voting System is Mathematically Flawed
ritvikmath Intermediate 11y ago
Array Method
ML Fundamentals
Array Method
ritvikmath Intermediate 11y ago
The Cauchy - Riemann Equations
ML Fundamentals
The Cauchy - Riemann Equations
ritvikmath Intermediate 11y ago
Showing that the Discrete Method Always Works
ML Fundamentals
Showing that the Discrete Method Always Works
ritvikmath Intermediate 11y ago
Sharing Pollution Licences
ML Fundamentals
Sharing Pollution Licences
ritvikmath Intermediate 11y ago
Whirlpool
ML Fundamentals
Whirlpool
Skip Price Intermediate 11y ago
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