Foundations

Mathematical Foundations

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

2,093
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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A Simple Trading Setup That Actually Works
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Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 2 - Score matching
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Ruthless Prioritization: The Eisenhower Matrix
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Sam Walton & Walmart — The Man Who Turned Small Towns into a Global Empire
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Variational Autoencoder [VAE] from scratch | Intuition + Coding
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Stanford CME296 Diffusion & Large Vision Models | Spring 2026 | Lecture 1 - Diffusion
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Do You Actually Need to Be a Math Genius to Break Into Quant?
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Mathematical Foundations
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The Evolution of Smart Livestock Farming Through AI
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Supply & Demand DOESN'T Work (Here's What Actually Does)
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Unlocking New Medicines with AI│John Wing Yui Chan (Novartis, Head of digital, informatics and AI)
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Mathematical Foundations
Angular momentum of satellites | AP Physics | Khan Academy
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Batch Normalization | Deep Learning | Internal Covariate Shift | Detailed Explanation
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Process Capability Explained: Cp vs Cpk Indices
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Mathematical Foundations
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Mathematical Foundations
Conservation of angular momentum | AP Physics | Khan Academy
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Mathematical Foundations
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Runs Test Explained: Testing for Randomness (Statistics)
Mathematical Foundations
Runs Test Explained: Testing for Randomness (Statistics)
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Spearman Rank Correlation Explained: Nonparametric Statistics Made Easy
Mathematical Foundations
Spearman Rank Correlation Explained: Nonparametric Statistics Made Easy
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Mathematical Foundations
Wilcoxon Signed-Rank Test: The Paired t-Test Alternative (Statistics Tutorial)
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Mathematical Foundations
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Mathematical Foundations
Residual Analysis: Checking Regression Assumptions (Diagnostic Plots Explained)
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Mathematical Foundations ⚡ AI Lesson
Prediction Interval vs Confidence Interval: Why is PI Wider? 📊
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Mathematical Foundations
Regression Assumptions Explained: The LINE Conditions for Inference
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Mathematical Foundations
T-Test for Regression Slope Explained | Statistics 101
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Within-Group Variation Explained: Understanding Statistical Noise and Error
Mathematical Foundations
Within-Group Variation Explained: Understanding Statistical Noise and Error
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Test for Proportion: Z-Score Formula Explained (One-Sample Z-Test)
Mathematical Foundations
Test for Proportion: Z-Score Formula Explained (One-Sample Z-Test)
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Welch's t-Test Explained: Comparing Means with Unequal Variances
Mathematical Foundations
Welch's t-Test Explained: Comparing Means with Unequal Variances
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Two-Sample t-Test: Comparing Two Means Made Easy
Mathematical Foundations
Two-Sample t-Test: Comparing Two Means Made Easy
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Type II Error Explained: False Negatives and Beta (Statistics)
Mathematical Foundations
Type II Error Explained: False Negatives and Beta (Statistics)
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Mathematical Foundations
Type I Error Explained: Understanding False Positives & Alpha in Statistics
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Understanding Modern Physics III: Simplicity and Complexity
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Understanding Modern Physics III: Simplicity and Complexity
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Construction Machinery for Concreting /Roads & Earth Moving
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Construction Machinery for Concreting /Roads & Earth Moving
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Game Theory
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Game Theory
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Probability and Statistics
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Probability and Statistics
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Optimize Growth: Map and Evaluate ROI
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Optimize Growth: Map and Evaluate ROI
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Bayesian Inference Fundamentals
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Bayesian Inference Fundamentals
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