Foundations

Mathematical Foundations

Linear algebra, calculus, probability, statistics and optimisation — the maths behind ML

90
lessons
Skills in this topic
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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
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Delete these posts to skyrocket your SEO traffic immediately.
Mathematical Foundations
Delete these posts to skyrocket your SEO traffic immediately.
Casey Keith Advanced 19h ago
Is SEO actually dead? Not even close.
Mathematical Foundations
Is SEO actually dead? Not even close.
Casey Keith Advanced 1d ago
The $500,000/Day Ad Tip: Don't Overcomplicate Meta
Mathematical Foundations
The $500,000/Day Ad Tip: Don't Overcomplicate Meta
Professor Charley T Beginner 1mo 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
Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 3 - Flow matching
Mathematical Foundations
Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 3 - Flow matching
Stanford Online Beginner 1mo ago
Lightning Talk: TerraKit: Standardising AI-Ready Geospatial Data... Rosie Lickorish & Romeo Kienzler
Mathematical Foundations
Lightning Talk: TerraKit: Standardising AI-Ready Geospatial Data... Rosie Lickorish & Romeo Kienzler
PyTorch Beginner 1mo ago
Lightning Talk: TorchJD: Jacobian Descent in PyTorch - Pierre Quinton & Valérian Rey
Mathematical Foundations
Lightning Talk: TorchJD: Jacobian Descent in PyTorch - Pierre Quinton & Valérian Rey
PyTorch Beginner 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
Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 2 - Score matching
Mathematical Foundations
Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 2 - Score matching
Stanford Online Beginner 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
Have you ever had an imaginary friend? Watch this
Mathematical Foundations
Have you ever had an imaginary friend? Watch this
TED-Ed Beginner 2mo ago
Process Capability Explained: Cp vs Cpk Indices
Mathematical Foundations
Process Capability Explained: Cp vs Cpk Indices
CodeLucky Beginner 2mo ago
General Chemistry – Full University Course
Mathematical Foundations
General Chemistry – Full University Course
freeCodeCamp.org Beginner 1y ago
Central Limit Theorem Intuition Explained Like You're 5!
Mathematical Foundations
Central Limit Theorem Intuition Explained Like You're 5!
AI For Beginners Beginner 1y ago
Interpolation: Linear to Quadratic with Python | Ancient Secrets of Prediction | Linear Algebra #3
Mathematical Foundations
Interpolation: Linear to Quadratic with Python | Ancient Secrets of Prediction | Linear Algebra #3
CloudxLab Official Beginner 1y ago
Log Normalization for Outliers: Convert Skewed Data to Normal Distribution
Mathematical Foundations
Log Normalization for Outliers: Convert Skewed Data to Normal Distribution
GeeksforGeeks Beginner 1y ago
Hands-On: Implementation Of Gradient Boosting Algorithm
Mathematical Foundations
Hands-On: Implementation Of Gradient Boosting Algorithm
GeeksforGeeks Beginner 1y ago
The Clever Way to Count Tanks - Numberphile
Mathematical Foundations
The Clever Way to Count Tanks - Numberphile
Numberphile Beginner 1y ago
Pokémon and Geometric Distributions - Numberphile
Mathematical Foundations
Pokémon and Geometric Distributions - Numberphile
Numberphile Advanced 1y ago
Beyond Joins and Indexes | POSETTE 2024
Mathematical Foundations
Beyond Joins and Indexes | POSETTE 2024
Microsoft Developer Beginner 1y ago
Design and build multi-tenant SaaS apps at scale with Azure Cosmos DB | BRK161
Mathematical Foundations
Design and build multi-tenant SaaS apps at scale with Azure Cosmos DB | BRK161
Microsoft Developer Intermediate 2y ago
Allen Downey | Probably Overthinking It | Talks at Google
Mathematical Foundations
Allen Downey | Probably Overthinking It | Talks at Google
Talks at Google Beginner 2y ago
Last week I canceled $200,000 worth of sponsorships. Here's why.
Mathematical Foundations
Last week I canceled $200,000 worth of sponsorships. Here's why.
Vanessa Lau Beginner 2y ago
One of the most banned books of all time - Mollie Godfrey
Mathematical Foundations
One of the most banned books of all time - Mollie Godfrey
TED-Ed Beginner 3y ago
Gadebridge Park | Urban Park | Hemel | Hempstead | Hertfordshire | England
Mathematical Foundations
Gadebridge Park | Urban Park | Hemel | Hempstead | Hertfordshire | England
ConnollyCove Beginner 3y 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 3w ago
Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 1 - Diffusion
Mathematical Foundations
Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 1 - Diffusion
Stanford Online Beginner 2mo ago
Gradient Boosting Regression: Step-by-Step Implementation Guide
Mathematical Foundations
Gradient Boosting Regression: Step-by-Step Implementation Guide
GeeksforGeeks Beginner 1y ago
Understanding Gradient Boosting: The Math Behind Regression Problems
Mathematical Foundations
Understanding Gradient Boosting: The Math Behind Regression Problems
GeeksforGeeks Beginner 1y ago
Decoding Gradient Boosting: The Math Behind Classification Problems
Mathematical Foundations
Decoding Gradient Boosting: The Math Behind Classification Problems
GeeksforGeeks Beginner 1y ago
Optimization Of KNN: KD Tree and Ball Tree
Mathematical Foundations
Optimization Of KNN: KD Tree and Ball Tree
GeeksforGeeks Beginner 1y ago
Random Forests Optimization: Hyperparameter Tuning
Mathematical Foundations
Random Forests Optimization: Hyperparameter Tuning
GeeksforGeeks Beginner 1y ago
Gini vs Entropy: Practical Use cases
Mathematical Foundations
Gini vs Entropy: Practical Use cases
GeeksforGeeks Intermediate 1y ago
Entropy & Information Gain
Mathematical Foundations
Entropy & Information Gain
GeeksforGeeks Beginner 1y ago
Are we living in a Simulation? Are you even real | Conspiracy Theory
Mathematical Foundations
Are we living in a Simulation? Are you even real | Conspiracy Theory
GeeksforGeeks Beginner 1y ago
Dating on LinkedIn!? 🫨 | Know the best hacks to optimize your LinkedIn | #linkedin #jobsearch #gfg
Mathematical Foundations
Dating on LinkedIn!? 🫨 | Know the best hacks to optimize your LinkedIn | #linkedin #jobsearch #gfg
GeeksforGeeks Advanced 1y ago
Blow past benchmarks using vector search and RAG with Elasticsearch | BRKFP291
Mathematical Foundations
Blow past benchmarks using vector search and RAG with Elasticsearch | BRKFP291
Microsoft Developer Beginner 2y ago
The Prime Number Race (with 3Blue1Brown) - Numberphile
Mathematical Foundations
The Prime Number Race (with 3Blue1Brown) - Numberphile
Numberphile Intermediate 3y ago
Why do you want to squeeze cute things? - Joshua Paul Dale
Mathematical Foundations
Why do you want to squeeze cute things? - Joshua Paul Dale
TED-Ed Beginner 3y ago
Prime Pyramid (with 3Blue1Brown) - Numberphile
Mathematical Foundations
Prime Pyramid (with 3Blue1Brown) - Numberphile
Numberphile Intermediate 3y ago
Paterson Primes (with 3Blue1Brown) - Numberphile
Mathematical Foundations
Paterson Primes (with 3Blue1Brown) - Numberphile
Numberphile Intermediate 3y ago
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