Foundations

Mathematical Foundations

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

2,093
lessons
Skills in this topic
View full skill map →
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
Videos 1,907 Reads 186
Level: All Beginner Intermediate Advanced
Any Length Short (<5m) Medium (5-20m) Long (>20m)
Newest Popular Oldest
6. A/B Testing End to End Example Netflix Case Study
Mathematical Foundations
6. A/B Testing End to End Example Netflix Case Study
AI Depth School Beginner 5mo ago
Pairwise Comparisons for COA Comparisons
Mathematical Foundations
Pairwise Comparisons for COA Comparisons
Howard's Kit Bag Beginner 5mo ago
What is a Bayesian network | Artificial Intelligence
Mathematical Foundations
What is a Bayesian network | Artificial Intelligence
codehubgenius Beginner 5mo ago
Statistical Thinking in Science: Crash Course Scientific Thinking #2
Mathematical Foundations
Statistical Thinking in Science: Crash Course Scientific Thinking #2
CrashCourse Beginner 5mo ago
5 Effective Brain Breaks for Middle & High School Classrooms (Increase Focus Today!)Why Breaks Work
Mathematical Foundations
5 Effective Brain Breaks for Middle & High School Classrooms (Increase Focus Today!)Why Breaks Work
TeachwithDrD Beginner 5mo ago
Conjugate Priors : Data Science Basics
Mathematical Foundations ⚡ AI Lesson
Conjugate Priors : Data Science Basics
ritvikmath Beginner 5mo ago
Active Learning in Machine Learning Explained in 60 Seconds | What is Active Learning?
Mathematical Foundations ⚡ AI Lesson
Active Learning in Machine Learning Explained in 60 Seconds | What is Active Learning?
1 Minute Glossary - AI ML Beginner 5mo ago
One Click Videos: AI Short Video Generator and Auto-Publisher by Jemsu
Mathematical Foundations
One Click Videos: AI Short Video Generator and Auto-Publisher by Jemsu
JEMSUai Beginner 5mo ago
la boucle infinie
Mathematical Foundations
la boucle infinie
FrenchQuant Beginner 5mo ago
The power of Bayesian reasoning | BBC Ideas
Mathematical Foundations
The power of Bayesian reasoning | BBC Ideas
BBC Ideas Beginner 5mo ago
Why adopting AI is difficult
Mathematical Foundations
Why adopting AI is difficult
World Knowledge Forum Beginner 5mo ago
I and Diversity: Highlighting the Strength of the Autism Spectrum│Tal Vardi (Roim Rachok, CEO)
Mathematical Foundations
I and Diversity: Highlighting the Strength of the Autism Spectrum│Tal Vardi (Roim Rachok, CEO)
World Knowledge Forum Beginner 5mo ago
They Mailed Millions This—and Changed Money Forever 💳 #shorts
Mathematical Foundations
They Mailed Millions This—and Changed Money Forever 💳 #shorts
Jacky Chou from Indexsy Beginner 5mo ago
Why Casinos ALWAYS Win — The Law of Large Numbers Explained
Mathematical Foundations
Why Casinos ALWAYS Win — The Law of Large Numbers Explained
AI Depth School Beginner 5mo ago
Applied Statistics for Quants | A Gentle Introduction
Mathematical Foundations
Applied Statistics for Quants | A Gentle Introduction
Algebraic Continuation Beginner 5mo ago
The Most Important Skills Going Forward with CTO + Homebrew Maintainer Mike McQuaid [Podcast #204]
Mathematical Foundations ⚡ AI Lesson
The Most Important Skills Going Forward with CTO + Homebrew Maintainer Mike McQuaid [Podcast #204]
freeCodeCamp.org Beginner 5mo ago
I Use This FAQ Trick for SEO 🔥 Try It Once 🚀
Mathematical Foundations
I Use This FAQ Trick for SEO 🔥 Try It Once 🚀
Deepeksh Jain | SEO Specialist Beginner 5mo ago
CFA Level I Crash Course | Session 4: Quantitative Methods - Day 4
Mathematical Foundations
CFA Level I Crash Course | Session 4: Quantitative Methods - Day 4
FinTree Beginner 5mo ago
I Audited Our Blog for AI Visibility - The Results are Sobering
Mathematical Foundations
I Audited Our Blog for AI Visibility - The Results are Sobering
Rank Math SEO Beginner 5mo ago
Introduction to Signal Denoising in Python
Mathematical Foundations ⚡ AI Lesson
Introduction to Signal Denoising in Python
Numeryst Beginner 6mo ago
46. FID (Fréchet Inception Distance) Explained: Generative Quality & BLEU Comparison | In Hindi
Mathematical Foundations
46. FID (Fréchet Inception Distance) Explained: Generative Quality & BLEU Comparison | In Hindi
AI SayI Beginner 6mo ago
Vertex AI Tutorial #2: Conversation Memory & Generative Config
Mathematical Foundations
Vertex AI Tutorial #2: Conversation Memory & Generative Config
Mohamed Naji Aboo Beginner 6mo ago
THIS is the BEST Tool for Backend Developers
Mathematical Foundations
THIS is the BEST Tool for Backend Developers
Melkey Beginner 6mo ago
The Most Insane Dumper & Excavator Fails Ever Recorded
Mathematical Foundations
The Most Insane Dumper & Excavator Fails Ever Recorded
Lord Gizmo Beginner 6mo ago
Python for Data Science #5: Mastering Data Visualization with Matplotlib, Seaborn & Plotly
Mathematical Foundations
Python for Data Science #5: Mastering Data Visualization with Matplotlib, Seaborn & Plotly
Analytics Vidhya Beginner 6mo ago
The Gig Economy is Full
Mathematical Foundations
The Gig Economy is Full
How Money Works Beginner 6mo ago
Multiplication in matrix #matrix #generalawarenss #maths #learning #mathswise #education #learn
Mathematical Foundations
Multiplication in matrix #matrix #generalawarenss #maths #learning #mathswise #education #learn
Mass Knowledge Beginner 6mo ago
SCALED Dot-Product Attention Explained
Mathematical Foundations
SCALED Dot-Product Attention Explained
Skill Advancement Beginner 6mo ago
Self-Attention Mechanism Explained
Mathematical Foundations
Self-Attention Mechanism Explained
Skill Advancement Beginner 7mo ago
IoT.nxt | Utilities Management | Product Suite Video
Mathematical Foundations
IoT.nxt | Utilities Management | Product Suite Video
IoT.nxt Beginner 7mo ago
Lecture 4: Linear Algebra (cont.); Probability Theory
Mathematical Foundations ⚡ AI Lesson
Lecture 4: Linear Algebra (cont.); Probability Theory
MIT OpenCourseWare Beginner 7mo ago
Lecture 24: Stochastic Calculus
Mathematical Foundations ⚡ AI Lesson
Lecture 24: Stochastic Calculus
MIT OpenCourseWare Beginner 7mo ago
Dimensionality Reduction in ML | PCA vs t-SNE vs UMAP | Unsupervised Learning | Ch 5 – Pt 2
Mathematical Foundations
Dimensionality Reduction in ML | PCA vs t-SNE vs UMAP | Unsupervised Learning | Ch 5 – Pt 2
Practical AI Pro Beginner 7mo ago
The Ultimate Roadmap to Learn AI (No Degree Needed)
Mathematical Foundations ⚡ AI Lesson
The Ultimate Roadmap to Learn AI (No Degree Needed)
Jean Lee Beginner 7mo ago
How one of the world’s richest companies rose to power - Shantel George
Mathematical Foundations
How one of the world’s richest companies rose to power - Shantel George
TED-Ed Beginner 7mo ago
SEO Is Still Huge - And It's Only Getting Bigger #seo #seoagency #searchengineoptimization
Mathematical Foundations
SEO Is Still Huge - And It's Only Getting Bigger #seo #seoagency #searchengineoptimization
fatjoe. Beginner 7mo ago
Random Variable & Probability in Simple Words 🔥
Mathematical Foundations
Random Variable & Probability in Simple Words 🔥
AI Coach John (Tamil) Beginner 7mo ago
What Are The Basic Quantum Logic Gates And How Do They Work? - Emerging Tech Insider
Mathematical Foundations
What Are The Basic Quantum Logic Gates And How Do They Work? - Emerging Tech Insider
Emerging Tech Insider Beginner 7mo ago
Complete Quant Syllabus for Banking Exams 2025 | SBI | IBPS | RBI | LIC
Mathematical Foundations
Complete Quant Syllabus for Banking Exams 2025 | SBI | IBPS | RBI | LIC
AskPrep Beginner 7mo ago
Why Laplace transforms are so useful
Mathematical Foundations ⚡ AI Lesson
Why Laplace transforms are so useful
3Blue1Brown Beginner 8mo ago
How Recommendation Algorithms Work and How Companies Use Them on You
Mathematical Foundations
How Recommendation Algorithms Work and How Companies Use Them on You
AIHub101 Beginner 8mo ago
The OpenMDW License Agreement: Simple, Permissive Terms for AI Model Materials - Steve Winslow
Mathematical Foundations
The OpenMDW License Agreement: Simple, Permissive Terms for AI Model Materials - Steve Winslow
PyTorch Beginner 8mo ago
Lightning Talk: But How Do You Autograd Through Your Simulator? Making a... - R. Dagli & S. Lamba
Mathematical Foundations ⚡ AI Lesson
Lightning Talk: But How Do You Autograd Through Your Simulator? Making a... - R. Dagli & S. Lamba
PyTorch Beginner 8mo ago
The END of AI: Some Personal Reflections
Mathematical Foundations ⚡ AI Lesson
The END of AI: Some Personal Reflections
Discover AI Beginner 8mo ago
Filmed my first few drink videos... This is what I learned!
Mathematical Foundations
Filmed my first few drink videos... This is what I learned!
Vanessa Lau Beginner 8mo ago
Calarina Muslimani - Towards Improving Reward Design in RL A Reward Alignment Metric for RL Prac..
Mathematical Foundations ⚡ AI Lesson
Calarina Muslimani - Towards Improving Reward Design in RL A Reward Alignment Metric for RL Prac..
Cohere Beginner 8mo ago
Netflix’s HR strategy
Mathematical Foundations
Netflix’s HR strategy
World Knowledge Forum Beginner 5mo ago
Lecture 6: Stochastic Processes I (cont.); Regression Analysis
Mathematical Foundations ⚡ AI Lesson
Lecture 6: Stochastic Processes I (cont.); Regression Analysis
MIT OpenCourseWare Beginner 7mo ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
Vector Calculus for Engineers
📚 External: Coursera ↗
Self-paced
Vector Calculus for Engineers
Opens on Coursera ↗
Çok değişkenli Fonksiyon II: Uygulamalar / Multivariable Calculus II: Applications
📚 External: Coursera ↗
Self-paced
Çok değişkenli Fonksiyon II: Uygulamalar / Multivariable Calculus II: Applications
Opens on Coursera ↗
Godot 4 for Beginners
📚 External: Coursera ↗
Self-paced
Godot 4 for Beginners
Opens on Coursera ↗
Seaborn with Python: Data Visualization for Beginners
📚 External: Coursera ↗
Self-paced
Seaborn with Python: Data Visualization for Beginners
Opens on Coursera ↗
Technical Analysis: Momentum & Volume Signals
📚 External: Coursera ↗
Self-paced
Technical Analysis: Momentum & Volume Signals
Opens on Coursera ↗
Mathematics for Engineers: The Capstone Course
📚 External: Coursera ↗
Self-paced
Mathematics for Engineers: The Capstone Course
Opens on Coursera ↗