Foundations

Mathematical Foundations

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

2,097
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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States of matter | Middle school chemistry | Khan Academy
Mathematical Foundations
States of matter | Middle school chemistry | Khan Academy
Khan Academy (computing) Intermediate 2w ago
Physical Diversification Persists in a Market Crash
Mathematical Foundations
Physical Diversification Persists in a Market Crash
Roman Paolucci Intermediate 2w ago
Understanding Foodborne Diseases and Their Effects on Your Health (3 Minutes)
Mathematical Foundations
Understanding Foodborne Diseases and Their Effects on Your Health (3 Minutes)
BioTech Whisperer Beginner 2w ago
The Genius Who Outsmarted The Prop Firm Game, And Made $1.5M In Payouts.
Mathematical Foundations
The Genius Who Outsmarted The Prop Firm Game, And Made $1.5M In Payouts.
Titans Of Tomorrow Beginner 2w ago
Bcom 3rd semester syllabus | Bcom sem 3 syllabus 2026 | CWG for BCOM
Mathematical Foundations
Bcom 3rd semester syllabus | Bcom sem 3 syllabus 2026 | CWG for BCOM
CWG for BCom Beginner 2w ago
POV: Your Ice Cream Doesn’t Melt? Doctor Explains
Mathematical Foundations
POV: Your Ice Cream Doesn’t Melt? Doctor Explains
Dr Sermed Mezher Intermediate 2w ago
The Mark Zuckerberg Lawsuit and the Secret Genesis of Early Crypto Whales
Mathematical Foundations
The Mark Zuckerberg Lawsuit and the Secret Genesis of Early Crypto Whales
VP Motion Beginner 2w ago
Why I'm Long Black Swan Events
Mathematical Foundations
Why I'm Long Black Swan Events
Roman Paolucci Intermediate 2w ago
The Trader Who Turned $27,000 Into $50M+ 🚨
Mathematical Foundations
The Trader Who Turned $27,000 Into $50M+ 🚨
Chart Fanatics Intermediate 2w ago
Lehigh's Tough Courses: Stochastic Calculus & More! #shorts
Mathematical Foundations
Lehigh's Tough Courses: Stochastic Calculus & More! #shorts
Dimitri Bianco Beginner 2w ago
One Claude AI Prompt Made Me Six Figures A Month — Here's the Exact One
Mathematical Foundations
One Claude AI Prompt Made Me Six Figures A Month — Here's the Exact One
Shane Hummus Advanced 2w ago
Why Bitcoin’s Anonymous Creator Might Actually Be the CIA
Mathematical Foundations
Why Bitcoin’s Anonymous Creator Might Actually Be the CIA
VP Motion Advanced 2w ago
Why Do People Commit Suicide? | Andy Stumpf & Dr. Andrew Huberman
Mathematical Foundations
Why Do People Commit Suicide? | Andy Stumpf & Dr. Andrew Huberman
Huberman Lab Clips Advanced 2w ago
You’ve Been Using TikTok Shop Wrong 😬 Is it a Revenue Channel or a Distribution Channel?
Mathematical Foundations
You’ve Been Using TikTok Shop Wrong 😬 Is it a Revenue Channel or a Distribution Channel?
Chase Chappell Intermediate 3w ago
What If AI Rebalanced Your Stock Portfolio? Here's What Happens
Mathematical Foundations
What If AI Rebalanced Your Stock Portfolio? Here's What Happens
QuantProgram Beginner 3w ago
Sinistre : le moment où l’assurance doit tenir sa promesse
Mathematical Foundations
Sinistre : le moment où l’assurance doit tenir sa promesse
Assurance en coulisses Intermediate 3w ago
Energy of satellite systems | AP Physics | Khan Academy
Mathematical Foundations
Energy of satellite systems | AP Physics | Khan Academy
Khan Academy Beginner 3w ago
Stop wasting time driving! Route density is the secret to scaling your service business.
Mathematical Foundations
Stop wasting time driving! Route density is the secret to scaling your service business.
Business Growth with Joe Beginner 3w ago
POV: Your Dad Saved Your Life
Mathematical Foundations
POV: Your Dad Saved Your Life
Dr Sermed Mezher Intermediate 3w ago
Can potatoes drive cars? #computerscience #algorithms
Mathematical Foundations
Can potatoes drive cars? #computerscience #algorithms
Khan Academy Beginner 3w ago
pg_stats: How Postgres Internal Stats Work | POSETTE: An Event for Postgres 2026
Mathematical Foundations
pg_stats: How Postgres Internal Stats Work | POSETTE: An Event for Postgres 2026
Microsoft Developer Beginner 3w ago
The baffling 42% vs 80% rate hike probability gap
Mathematical Foundations
The baffling 42% vs 80% rate hike probability gap
Swissquote (en français) Intermediate 3w ago
AI Diaries Episode Edge Guided Data Center Optimization
Mathematical Foundations
AI Diaries Episode Edge Guided Data Center Optimization
QuickTech Daily Beginner 3w ago
Rare event analysis via stochastic optimal control
Mathematical Foundations
Rare event analysis via stochastic optimal control
Microsoft Research Beginner 3w ago
CourseDog vs. Our System: Scheduling Software Showdown #shorts
Mathematical Foundations
CourseDog vs. Our System: Scheduling Software Showdown #shorts
Dr. Carmenatty - AI, Cybersecurity & Quantum Comp. Advanced 3w ago
Traditional Rice Planting Method
Mathematical Foundations
Traditional Rice Planting Method
BuildVerse Tools Beginner 3w ago
AI Revolutionizes Student Scheduling: Error-Free & Fast! #shorts
Mathematical Foundations
AI Revolutionizes Student Scheduling: Error-Free & Fast! #shorts
Dr. Carmenatty - AI, Cybersecurity & Quantum Comp. Advanced 3w ago
The Great Mental Models of Artificial Intelligence: Series Introduction
Mathematical Foundations
The Great Mental Models of Artificial Intelligence: Series Introduction
Vizuara Beginner 3w ago
How to Optimize Slack for Remote Teams - Full Guide
Mathematical Foundations
How to Optimize Slack for Remote Teams - Full Guide
Guide Answers Beginner 3w ago
Data Science Complete Course Free | Data Science Course 2026 | Inellipaat
Mathematical Foundations
Data Science Complete Course Free | Data Science Course 2026 | Inellipaat
Intellipaat Beginner 3w ago
AI Supply Chain Security: The New Cyber Attack Threat! #shorts
Mathematical Foundations
AI Supply Chain Security: The New Cyber Attack Threat! #shorts
Joseph Raczynski Intermediate 4w ago
Measuring the entropy of English
Mathematical Foundations
Measuring the entropy of English
3Blue1Brown Intermediate 4w ago
HOW To Make Sure The Market Trends In YOUR Direction🚨
Mathematical Foundations
HOW To Make Sure The Market Trends In YOUR Direction🚨
Chart Fanatics Intermediate 4w ago
Latching relais made in Germany | #electrician #electrical
Mathematical Foundations
Latching relais made in Germany | #electrician #electrical
Theben AG Intermediate 4w ago
I Met a Jane Street Quant at the Gym (He Got This Wrong)
Mathematical Foundations
I Met a Jane Street Quant at the Gym (He Got This Wrong)
Roman Paolucci Intermediate 3w ago
Portfolio construction is not about backtesting.
Mathematical Foundations
Portfolio construction is not about backtesting.
Roman Paolucci Intermediate 3w ago
You have no idea what diversification actually is...
Mathematical Foundations
You have no idea what diversification actually is...
Roman Paolucci Intermediate 3w ago
Trading is gambling, be the casino.
Mathematical Foundations
Trading is gambling, be the casino.
Roman Paolucci Intermediate 3w ago
Introduction to AP Physics 1 | Khan Academy
Mathematical Foundations
Introduction to AP Physics 1 | Khan Academy
Khan Academy Beginner 3w ago
Trading was never about backtesting...
Mathematical Foundations
Trading was never about backtesting...
Roman Paolucci Intermediate 3w ago
Volatility Risk Premium Explained: Implied vs Realized Volatility
Mathematical Foundations
Volatility Risk Premium Explained: Implied vs Realized Volatility
Roman Paolucci Beginner 3w ago
Student Registration Solved: Under 2 Seconds! #shorts
Mathematical Foundations
Student Registration Solved: Under 2 Seconds! #shorts
Dr. Carmenatty - AI, Cybersecurity & Quantum Comp. Beginner 3w ago
AI Solves University Puzzles in Seconds: Neural Velocity #shorts
Mathematical Foundations
AI Solves University Puzzles in Seconds: Neural Velocity #shorts
Dr. Carmenatty - AI, Cybersecurity & Quantum Comp. Advanced 3w ago
The markets are a casino, it was never about the players...
Mathematical Foundations
The markets are a casino, it was never about the players...
Roman Paolucci Intermediate 3w ago
I'll buy your house because you don't know what volatility drag is
Mathematical Foundations
I'll buy your house because you don't know what volatility drag is
Roman Paolucci Intermediate 3w ago
Ohm's law | Physics | Khan Academy
Mathematical Foundations
Ohm's law | Physics | Khan Academy
Khan Academy Beginner 3w ago
What exactly is the delta of an option?
Mathematical Foundations
What exactly is the delta of an option?
Roman Paolucci Intermediate 4w ago
Professor Jiang: The Real Source of Epstein’s Billions
Mathematical Foundations
Professor Jiang: The Real Source of Epstein’s Billions
VP Motion Intermediate 4w ago
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Analyze Data Science Concepts Using R
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Analyze Data Science Concepts Using R
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Reasoning Under Uncertainty
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Reasoning Under Uncertainty
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Mathematics for Machine Learning: Linear Algebra
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Mathematics for Machine Learning: Linear Algebra
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Principles of Computing (Part 1)
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Principles of Computing (Part 1)
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Approximation Algorithms Part II
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Approximation Algorithms Part II
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Economic Decision Making Part 2
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Economic Decision Making Part 2
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