Foundations

Mathematical Foundations

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

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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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These Four Calculus Rules are Actually All the Same.
Mathematical Foundations
These Four Calculus Rules are Actually All the Same.
ritvikmath Beginner 1y ago
3DGS | 3D Gaussian Splatting (3DGS ) | Understanding 3D Gaussian Splatting
Mathematical Foundations
3DGS | 3D Gaussian Splatting (3DGS ) | Understanding 3D Gaussian Splatting
AILinkDeepTech Beginner 1y ago
CrUX supports navigation types
Mathematical Foundations
CrUX supports navigation types
Chrome for Developers Beginner 1y ago
This New Speculation API Will Make Your Site 10x Faster
Mathematical Foundations
This New Speculation API Will Make Your Site 10x Faster
Web Dev Simplified Beginner 1y ago
Discriminative AI explained in 60 seconds #ai #aiexplained #learning #artificialintelligence
Mathematical Foundations
Discriminative AI explained in 60 seconds #ai #aiexplained #learning #artificialintelligence
AI Waves Beginner 1y ago
The first artificial neuron - Explained!
Mathematical Foundations ⚡ AI Lesson
The first artificial neuron - Explained!
CodeEmporium Beginner 1y ago
But Why Does L'Hopital's Rule Work?
Mathematical Foundations
But Why Does L'Hopital's Rule Work?
ritvikmath Beginner 1y ago
Independent Events
Mathematical Foundations
Independent Events
Howard's Kit Bag Beginner 1y ago
A Closer Look at Falcon
Mathematical Foundations ⚡ AI Lesson
A Closer Look at Falcon
Microsoft Research Beginner 1y ago
Lecture 25: Thermodiffusive Effects; Multicomponent Transport
Mathematical Foundations
Lecture 25: Thermodiffusive Effects; Multicomponent Transport
MIT OpenCourseWare Beginner 1y ago
Lecture 13: The Gibbs Paradox; Shannon Information Entropy; Single Quantum Particle in a Box
Mathematical Foundations
Lecture 13: The Gibbs Paradox; Shannon Information Entropy; Single Quantum Particle in a Box
MIT OpenCourseWare Beginner 1y ago
Stanford AA228/CS238 Decision Making Under Uncertainty I Online Planning and Policy Search
Mathematical Foundations
Stanford AA228/CS238 Decision Making Under Uncertainty I Online Planning and Policy Search
Stanford Online Beginner 1y ago
Is Your Website Ready for Mobile?
Mathematical Foundations
Is Your Website Ready for Mobile?
Renegade | Great Legal Marketing Beginner 1y ago
LoG Conference 2024 Day 4 - Alden Hung keynote, Neural Algorithmic Reasoning tutorial, orals
Mathematical Foundations
LoG Conference 2024 Day 4 - Alden Hung keynote, Neural Algorithmic Reasoning tutorial, orals
Learning on Graphs Conference Beginner 1y ago
How to Break into AI and ML?
Mathematical Foundations
How to Break into AI and ML?
CareersTalks with Tamer Beginner 1y ago
Stanford AA228/CS238 Decision Making Under Uncertainty I Policy Gradient Estimation & Optimization
Mathematical Foundations ⚡ AI Lesson
Stanford AA228/CS238 Decision Making Under Uncertainty I Policy Gradient Estimation & Optimization
Stanford Online Beginner 1y ago
Why Are Indians Committing Suicide? Breaking the Silence (Part -1)
Mathematical Foundations
Why Are Indians Committing Suicide? Breaking the Silence (Part -1)
Conversation With Rahul Beginner 1y ago
Central Tendency ||Introduction ||B.COM|BBA/MBA/MCOM #statistics
Mathematical Foundations
Central Tendency ||Introduction ||B.COM|BBA/MBA/MCOM #statistics
Student Study House Beginner 1y ago
LLM Self-Taught Reasoning - Explained!
Mathematical Foundations ⚡ AI Lesson
LLM Self-Taught Reasoning - Explained!
CodeEmporium Beginner 1y ago
How to Calculate Multi-security Portfolio Variance & Volatility with Python in 5 Minutes
Mathematical Foundations
How to Calculate Multi-security Portfolio Variance & Volatility with Python in 5 Minutes
Matt Macarty Beginner 1y ago
Trading Strategies Unveiled: The Impact of U.S. Elections on S&P500
Mathematical Foundations
Trading Strategies Unveiled: The Impact of U.S. Elections on S&P500
ProRealAlgos Beginner 1y ago
How Math makes Machine Learning easy (and how you can learn it)
Mathematical Foundations
How Math makes Machine Learning easy (and how you can learn it)
Infinite Codes Beginner 1y ago
Statistics, Distributions, Hypothesis Testing - R Tutorial Series #5
Mathematical Foundations ⚡ AI Lesson
Statistics, Distributions, Hypothesis Testing - R Tutorial Series #5
NeuralNine Beginner 1y ago
Unlocking Profits with AI Pricing Strategies
Mathematical Foundations
Unlocking Profits with AI Pricing Strategies
AI Wizardry Beginner 1y ago
This mushroom will kill you before you know what’s happening - Michael Beug
Mathematical Foundations
This mushroom will kill you before you know what’s happening - Michael Beug
TED-Ed Beginner 1y ago
Common ML Serving Architectures Explained
Mathematical Foundations ⚡ AI Lesson
Common ML Serving Architectures Explained
MLOps.community Beginner 1y ago
[MOJO] Lifting PT to New Heights with MAX and Mojo - Mikhail Zolotukhin, Modular
Mathematical Foundations
[MOJO] Lifting PT to New Heights with MAX and Mojo - Mikhail Zolotukhin, Modular
PyTorch Beginner 1y ago
Process of Statistics.stages in Statistics easy explanation #trendingshorts #education #Statistics
Mathematical Foundations
Process of Statistics.stages in Statistics easy explanation #trendingshorts #education #Statistics
Student Study House Beginner 1y ago
The Secret to Dominating Traffic for Weird Niches
Mathematical Foundations
The Secret to Dominating Traffic for Weird Niches
Matt Diggity Beginner 1y ago
Statistics – Standard Normal Distribution
Mathematical Foundations
Statistics – Standard Normal Distribution
yaymath Beginner 1y ago
Once you learn THIS about other people, it will free your mind.
Mathematical Foundations
Once you learn THIS about other people, it will free your mind.
Vanessa Lau Beginner 1y ago
There are times when u get the perfect vector asset on the first search on Freepik.com #elearning
Mathematical Foundations
There are times when u get the perfect vector asset on the first search on Freepik.com #elearning
Jay Chun Ed.D Beginner 1y ago
How to Use Precise Praise in Your Organization I OnStrategy
Mathematical Foundations
How to Use Precise Praise in Your Organization I OnStrategy
OnStrategy I Virtual Strategist Beginner 1y ago
Main Types of Gradient Descent | Batch, Stochastic and Mini-Batch Explained! | Which One to Choose?
Mathematical Foundations ⚡ AI Lesson
Main Types of Gradient Descent | Batch, Stochastic and Mini-Batch Explained! | Which One to Choose?
AI For Beginners Beginner 1y ago
Gradient Descent Explained | How Do ML and DL Models Learn? | Simple Explanation!
Mathematical Foundations
Gradient Descent Explained | How Do ML and DL Models Learn? | Simple Explanation!
AI For Beginners 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
The Clever Way to Count Tanks - Numberphile
Mathematical Foundations
The Clever Way to Count Tanks - Numberphile
Numberphile Beginner 1y ago
Simplicits: Mesh-Free, Geometry-Agnostic, Elastic Simulation | NVIDIA Research
Mathematical Foundations
Simplicits: Mesh-Free, Geometry-Agnostic, Elastic Simulation | NVIDIA Research
NVIDIA Developer Beginner 1y ago
Decorrelating ReSTIR Samplers via MCMC Mutations | NVIDIA Research
Mathematical Foundations ⚡ AI Lesson
Decorrelating ReSTIR Samplers via MCMC Mutations | NVIDIA Research
NVIDIA Developer Beginner 1y ago
Lecture 20: Chemical Kinetics; The Arrhenius Law; Degree of Disequilibrium; Principle of...
Mathematical Foundations
Lecture 20: Chemical Kinetics; The Arrhenius Law; Degree of Disequilibrium; Principle of...
MIT OpenCourseWare Beginner 1y ago
Lecture 17: Liquid-Liquid Spinodal Decomposition; Introduction to Systems with Chemical Reactions
Mathematical Foundations ⚡ AI Lesson
Lecture 17: Liquid-Liquid Spinodal Decomposition; Introduction to Systems with Chemical Reactions
MIT OpenCourseWare Beginner 1y ago
Lotfullah from Afghanistan: An Open Learner's Story
Mathematical Foundations
Lotfullah from Afghanistan: An Open Learner's Story
MIT OpenCourseWare Beginner 1y ago
Chain-of-thought prompting - Explained!
Mathematical Foundations ⚡ AI Lesson
Chain-of-thought prompting - Explained!
CodeEmporium Beginner 1y ago
Nader from Jordan: An Open Learner's Story
Mathematical Foundations
Nader from Jordan: An Open Learner's Story
MIT OpenCourseWare Beginner 1y ago
RAG - Explained!
Mathematical Foundations ⚡ AI Lesson
RAG - Explained!
CodeEmporium Beginner 1y ago
genAI - EXPLAINED!
Mathematical Foundations ⚡ AI Lesson
genAI - EXPLAINED!
CodeEmporium Beginner 1y ago
genAI vs ChatGPT vs LLMs - Buzzwords Explained!
Mathematical Foundations ⚡ AI Lesson
genAI vs ChatGPT vs LLMs - Buzzwords Explained!
CodeEmporium Beginner 1y ago
Stabler Neo-Hookean Simulation: Absolute Eigenvalue Filtering for Projected Newton | NVIDIA Research
Mathematical Foundations
Stabler Neo-Hookean Simulation: Absolute Eigenvalue Filtering for Projected Newton | NVIDIA Research
NVIDIA Developer Beginner 1y ago
📚 Continue on Coursera External links · Free to audit
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Using probability distributions for real world problems in R
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Self-paced
Using probability distributions for real world problems in R
Opens on Coursera ↗
Linear Algebra: Orthogonality and Diagonalization
📚 External: Coursera ↗
Self-paced
Linear Algebra: Orthogonality and Diagonalization
Opens on Coursera ↗
Introduction to Bayesian Statistics for Data Science
📚 External: Coursera ↗
Self-paced
Introduction to Bayesian Statistics for Data Science
Opens on Coursera ↗
Algebra: Elementary to Advanced - Equations & Inequalities
📚 External: Coursera ↗
Self-paced
Algebra: Elementary to Advanced - Equations & Inequalities
Opens on Coursera ↗
Geometry and Calculus for Computing
📚 External: Coursera ↗
Self-paced
Geometry and Calculus for Computing
Opens on Coursera ↗
Basic Statistics
📚 External: Coursera ↗
Self-paced
Basic Statistics
Opens on Coursera ↗