Foundations

Mathematical Foundations

Linear algebra, calculus, probability, statistics and optimisation โ€” the maths behind ML

90
lessons
Skills in this topic
View full skill map โ†’
Maths for ML
beginner
Multiply matrices and compute dot products
Probability & Statistics
beginner
Calculate conditional probability and Bayes' theorem
Optimisation
intermediate
Implement gradient descent from scratch
Information Theory
intermediate
Calculate Shannon entropy and cross-entropy loss
Delete these posts to skyrocket your SEO traffic immediately.
Mathematical Foundations
Delete these posts to skyrocket your SEO traffic immediately.
Casey Keith Advanced 16h ago
Is SEO actually dead? Not even close.
Mathematical Foundations
Is SEO actually dead? Not even close.
Casey Keith Advanced 1d ago
Quantum AI: Quantum Kernel Advantage
Mathematical Foundations
Quantum AI: Quantum Kernel Advantage
Discover AI Advanced 1mo ago
The End of Human-Defined Skills: AI Eigenvectors
Mathematical Foundations
The End of Human-Defined Skills: AI Eigenvectors
Discover AI Advanced 1mo ago
Energy Based Models (EBMs): conceptualized as non-probabilistic factor graphs. World model mapping.
Mathematical Foundations
Energy Based Models (EBMs): conceptualized as non-probabilistic factor graphs. World model mapping.
Byte Goose AI. Advanced 1mo ago
EBMs - Energy Based Models: Symmetry and Energy in Generative Representation Theory.
Mathematical Foundations
EBMs - Energy Based Models: Symmetry and Energy in Generative Representation Theory.
Byte Goose AI. Advanced 1mo ago
Juan Sebastian Rojas - A Differential Perspective on Risk Aware Reinforcement Learning
Mathematical Foundations
Juan Sebastian Rojas - A Differential Perspective on Risk Aware Reinforcement Learning
Cohere Advanced 1mo ago
Dating on LinkedIn!? ๐Ÿซจ | Know the best hacks to optimize your LinkedIn | #linkedin #jobsearch #gfg
Mathematical Foundations
Dating on LinkedIn!? ๐Ÿซจ | Know the best hacks to optimize your LinkedIn | #linkedin #jobsearch #gfg
GeeksforGeeks Advanced 1y ago
Pokรฉmon and Geometric Distributions - Numberphile
Mathematical Foundations
Pokรฉmon and Geometric Distributions - Numberphile
Numberphile Advanced 1y ago
Context and Optimizations - HTTP 203
Mathematical Foundations
Context and Optimizations - HTTP 203
Chrome for Developers Advanced 7y ago
Polymer Performance Patterns (The Polymer Summit 2015)
Mathematical Foundations
Polymer Performance Patterns (The Polymer Summit 2015)
Chrome for Developers Advanced 10y ago
Structure vs. Flat Content: Which wins for SEO?
Mathematical Foundations
Structure vs. Flat Content: Which wins for SEO?
Casey Keith Advanced 2w ago
Are your headers hurting your SEO rankings? Stop repeating text now!
Mathematical Foundations
Are your headers hurting your SEO rankings? Stop repeating text now!
Casey Keith Advanced 2w ago
Unlock the secret of the H-Vector for better SEO rankings.
Mathematical Foundations
Unlock the secret of the H-Vector for better SEO rankings.
Casey Keith Advanced 2w ago
Why keyword counting is dead: The math behind perfect SEO.
Mathematical Foundations
Why keyword counting is dead: The math behind perfect SEO.
Casey Keith Advanced 2w ago
Is your page structure hurting your rankings? Unlocking the power of Google's heading patent.
Mathematical Foundations
Is your page structure hurting your rankings? Unlocking the power of Google's heading patent.
Casey Keith Advanced 2w ago
Is Google lying about your H1 tags? The truth behind the patent.
Mathematical Foundations
Is Google lying about your H1 tags? The truth behind the patent.
Casey Keith Advanced 2w ago