Foundations

Mathematical Foundations

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

2,093
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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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The Hidden Costs of AI Projects: Why $50K Becomes $500K (The 1:3:5 Rule) | Episode 3
Mathematical Foundations
The Hidden Costs of AI Projects: Why $50K Becomes $500K (The 1:3:5 Rule) | Episode 3
Nucleus AI Beginner 8mo ago
Employer Sponsored Retirement Plans
Mathematical Foundations
Employer Sponsored Retirement Plans
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Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning | Simplilearn
Mathematical Foundations
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning | Simplilearn
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Causation vs Correlation | The Most Confused Concept in Data Science
Mathematical Foundations ⚡ AI Lesson
Causation vs Correlation | The Most Confused Concept in Data Science
AI For Beginners Beginner 8mo ago
Will LLMs Get Us To AGI?
Mathematical Foundations ⚡ AI Lesson
Will LLMs Get Us To AGI?
a16z Beginner 8mo ago
Coding Challenge 187: Bayes Theorem
Mathematical Foundations
Coding Challenge 187: Bayes Theorem
The Coding Train Beginner 8mo ago
Statistics For Data Science | Complete Statistics Course for Begineers | Simplilearn
Mathematical Foundations
Statistics For Data Science | Complete Statistics Course for Begineers | Simplilearn
Simplilearn Beginner 8mo ago
Core Ideas behind Flow based Generative AI Models
Mathematical Foundations
Core Ideas behind Flow based Generative AI Models
ExplainingAI Beginner 9mo ago
24- Organizational Structure - Part 3 - Mechanistic vs Organic
Mathematical Foundations
24- Organizational Structure - Part 3 - Mechanistic vs Organic
BizEd Insights Beginner 9mo ago
Master the Math & Code That Make AI Smarter 🧠 | Foundations of AI | Full Chapter 2 (4 Lessons)
Mathematical Foundations
Master the Math & Code That Make AI Smarter 🧠 | Foundations of AI | Full Chapter 2 (4 Lessons)
Practical AI Pro Beginner 9mo ago
How Much Math Do You Need for AI?
Mathematical Foundations
How Much Math Do You Need for AI?
Jean Lee Beginner 9mo ago
SVM Machine Learning | MNIST Dataset Classification Tutorial
Mathematical Foundations
SVM Machine Learning | MNIST Dataset Classification Tutorial
Coursera Beginner 9mo ago
How to Evaluate Classification Models | Confusion Matrix & AUC Analysis
Mathematical Foundations
How to Evaluate Classification Models | Confusion Matrix & AUC Analysis
Coursera Beginner 9mo ago
Descriptive Statistics Made Easy 😮in 60 Secs
Mathematical Foundations
Descriptive Statistics Made Easy 😮in 60 Secs
AI Coach John (Tamil) Beginner 9mo ago
AI Math 🤖 | Probability & Statistics | The Mathematical & Programming Backbone | Chapter 2 - Part 2
Mathematical Foundations
AI Math 🤖 | Probability & Statistics | The Mathematical & Programming Backbone | Chapter 2 - Part 2
Practical AI Pro Beginner 9mo ago
Why AI Companies Don’t Need Marketing
Mathematical Foundations
Why AI Companies Don’t Need Marketing
TechButMakeItReal Beginner 9mo ago
Introduction to Quantitative Trading
Mathematical Foundations
Introduction to Quantitative Trading
MemLabs Beginner 9mo ago
Financial Volatility 🔥 Asset Risk for Quants
Mathematical Foundations
Financial Volatility 🔥 Asset Risk for Quants
Socratica Beginner 9mo ago
What was Gradient AI back then—and what is it today?
Mathematical Foundations
What was Gradient AI back then—and what is it today?
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Principle Component Analysis | PCA | Visual Explanation
Mathematical Foundations
Principle Component Analysis | PCA | Visual Explanation
ByteQuest Beginner 9mo ago
How to Optimize for AI Overviews
Mathematical Foundations
How to Optimize for AI Overviews
SMA Marketing Beginner 9mo ago
The Maths Behind AI: Explained Simply for Non-Technical Professionals
Mathematical Foundations
The Maths Behind AI: Explained Simply for Non-Technical Professionals
AIHub101 Beginner 9mo ago
How to check Top Page of any website based on Links? - Serpok.com
Mathematical Foundations
How to check Top Page of any website based on Links? - Serpok.com
Serpok Beginner 9mo ago
Stanford CS329H: ML from Human Preferences | Autumn 2024 | Model-based Preference Optimization
Mathematical Foundations
Stanford CS329H: ML from Human Preferences | Autumn 2024 | Model-based Preference Optimization
Stanford Online Beginner 9mo ago
Stats Concepts Made Simple - Module 2 - Quiz Prep
Mathematical Foundations
Stats Concepts Made Simple - Module 2 - Quiz Prep
BizEd Insights Beginner 9mo ago
What are truffles, and why are they so expensive? - Carolyn Beans
Mathematical Foundations
What are truffles, and why are they so expensive? - Carolyn Beans
TED-Ed Beginner 9mo ago
AI Episode 12 | Local Search in AI | Hill Climbing, Random Restart & Stochastic Search Explained
Mathematical Foundations
AI Episode 12 | Local Search in AI | Hill Climbing, Random Restart & Stochastic Search Explained
The Explain Lab Beginner 10mo ago
Predicting the Next Word: Decoding the Sequence!
Mathematical Foundations
Predicting the Next Word: Decoding the Sequence!
WealthEducation Beginner 10mo ago
Comprehensive Logistic Regression Tutorial: From BASICS to ADVANCED
Mathematical Foundations ⚡ AI Lesson
Comprehensive Logistic Regression Tutorial: From BASICS to ADVANCED
DataCamp Beginner 10mo ago
Stanford CS231N | Spring 2025 | Lecture 3: Regularization and Optimization
Mathematical Foundations
Stanford CS231N | Spring 2025 | Lecture 3: Regularization and Optimization
Stanford Online Beginner 10mo ago
Adversarial Search in AI | Minimax, Alpha-Beta, Expectiminimax & Game-Playing Strategies Explained
Mathematical Foundations ⚡ AI Lesson
Adversarial Search in AI | Minimax, Alpha-Beta, Expectiminimax & Game-Playing Strategies Explained
The Explain Lab Beginner 10mo ago
AI-Driven Inventory Optimization Enhancing Efficiency and Reducing Costs. #business #businessgrowth
Mathematical Foundations
AI-Driven Inventory Optimization Enhancing Efficiency and Reducing Costs. #business #businessgrowth
Strategic Marketing Beginner 10mo ago
Profiling Performance in Python: Getting Started & Benchmarking Code Snippets
Mathematical Foundations ⚡ AI Lesson
Profiling Performance in Python: Getting Started & Benchmarking Code Snippets
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Simulating and understanding phase change | Guest video by Vilas Winstein
Mathematical Foundations
Simulating and understanding phase change | Guest video by Vilas Winstein
3Blue1Brown Beginner 10mo ago
Normalizing Flows Explained | Flow Matching Part-1 | Generative AI
Mathematical Foundations
Normalizing Flows Explained | Flow Matching Part-1 | Generative AI
ExplainingAI Beginner 10mo ago
Economic Systems Overview Main Economic Systems.
Mathematical Foundations
Economic Systems Overview Main Economic Systems.
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Learn Probability & Statistics with Interactive Simulations
Mathematical Foundations
Learn Probability & Statistics with Interactive Simulations
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Mathematical Foundations
15 Ways to Promote Your Website in 2025
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Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning | Simplilearn
Mathematical Foundations
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning | Simplilearn
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California Housing Dataset | Complete Linear Regression Walkthrough
Mathematical Foundations
California Housing Dataset | Complete Linear Regression Walkthrough
Coursera Beginner 9mo ago
Machine Learning Classification | Python Diabetes Prediction Model
Mathematical Foundations
Machine Learning Classification | Python Diabetes Prediction Model
Coursera Beginner 9mo ago
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning | Simplilearn
Mathematical Foundations
Machine Learning Full Course 2026 | Machine Learning Tutorial | Machine Learning | Simplilearn
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Mathematical Foundations
Machine Learning Full Course 2026 | Complete Machine Learning Tutorial For Beginners | Simplilearn
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Complete Machine Learning in One Video | Machine Learning Tutorial For Beginners 2026 | Simplilearn
Mathematical Foundations
Complete Machine Learning in One Video | Machine Learning Tutorial For Beginners 2026 | Simplilearn
Simplilearn Beginner 10mo ago
Complete Machine Learning in One Video | Machine Learning Tutorial For Beginners 2026 | Simplilearn
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Complete Machine Learning in One Video | Machine Learning Tutorial For Beginners 2026 | Simplilearn
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Mathematical Foundations
Complete Statistics For Data Science in 7 Hours | Statistics And Probability Tutorial | Simplilearn
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Mathematical Foundations
Complete Statistics For Data Science in 7 Hours | Statistics And Probability Tutorial | Simplilearn
Simplilearn Beginner 10mo ago
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Medical Office Operations and Patient Flow
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Self-paced
Medical Office Operations and Patient Flow
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Principles of Computing (Part 1)
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Principles of Computing (Part 1)
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Inferential Statistics
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Inferential Statistics
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Optimizing Machine Learning Performance
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Optimizing Machine Learning Performance
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Understanding Clinical Research: Behind the Statistics
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Understanding Clinical Research: Behind the Statistics
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The amazing world of the ethnic groups of Yunnan Province
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The amazing world of the ethnic groups of Yunnan Province
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