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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Lecture 2 Part 2: Vectorization of Matrix Functions
Mathematical Foundations ⚡ AI Lesson
Lecture 2 Part 2: Vectorization of Matrix Functions
MIT OpenCourseWare Beginner 2y ago
Lecture 7 Part 1: Derivatives of Random Functions
Mathematical Foundations
Lecture 7 Part 1: Derivatives of Random Functions
MIT OpenCourseWare Beginner 2y ago
Stanford CS109 I Algorithmic Analysis I 2022 I Lecture 20
Mathematical Foundations ⚡ AI Lesson
Stanford CS109 I Algorithmic Analysis I 2022 I Lecture 20
Stanford Online Beginner 2y ago
Stanford CS109 I Advanced Probability I 2022 I Lecture 27
Mathematical Foundations
Stanford CS109 I Advanced Probability I 2022 I Lecture 27
Stanford Online Beginner 2y ago
I Day Traded $1000 Using Reinforcement Learning and Bayesian Statistics
Mathematical Foundations ⚡ AI Lesson
I Day Traded $1000 Using Reinforcement Learning and Bayesian Statistics
ritvikmath Beginner 2y ago
25 Math explainers you may enjoy | SoME3 results
Mathematical Foundations
25 Math explainers you may enjoy | SoME3 results
3Blue1Brown Beginner 2y ago
Correlation Does Not Imply Causation 🔥 Explained in 60 Seconds | Correlation vs Causation
Mathematical Foundations
Correlation Does Not Imply Causation 🔥 Explained in 60 Seconds | Correlation vs Causation
Analytics Vidhya Beginner 2y ago
Can Python Approach the Speeds of C?
Mathematical Foundations
Can Python Approach the Speeds of C?
Daniel Boctor Beginner 2y ago
Reverse Image Search | Discover design assets with the power of AI
Mathematical Foundations ⚡ AI Lesson
Reverse Image Search | Discover design assets with the power of AI
LottieFiles Beginner 2y ago
George Hotz | Programming | hand optimizing a resnet 50 in tinygrad | tinygrad.org | Part 1
Mathematical Foundations
George Hotz | Programming | hand optimizing a resnet 50 in tinygrad | tinygrad.org | Part 1
george hotz archive Beginner 2y ago
Machine Learning Tutorial | Machine Learning Algorithm | Machine Learning Engineer Program | Edureka
Mathematical Foundations
Machine Learning Tutorial | Machine Learning Algorithm | Machine Learning Engineer Program | Edureka
edureka! Beginner 2y ago
Get High Traffic with Featured Snippet Optimization 🔥| SEO Hack #shorts #featuredsnippet
1:01
Mathematical Foundations ⚡ AI Lesson
Get High Traffic with Featured Snippet Optimization 🔥| SEO Hack #shorts #featuredsnippet
Words Sorted Beginner 2y ago
Spearman Correlation - Simply Explained
Mathematical Foundations
Spearman Correlation - Simply Explained
ritvikmath Beginner 2y ago
Machine Learning Tutorial | Machine Learning Algorithm | Machine Learning Engineer Program | Edureka
Mathematical Foundations
Machine Learning Tutorial | Machine Learning Algorithm | Machine Learning Engineer Program | Edureka
edureka! Beginner 2y ago
Why I Rarely Take "Free" Equity in Other People's Businesses
Mathematical Foundations
Why I Rarely Take "Free" Equity in Other People's Businesses
Stefan Georgi Beginner 2y ago
Uncertainty - Lecture 2 - CS50's Introduction to Artificial Intelligence with Python 2020
Mathematical Foundations
Uncertainty - Lecture 2 - CS50's Introduction to Artificial Intelligence with Python 2020
CS50 Beginner 2y ago
Websites for Learning High-Paying Skills #EducationalWebsite #learnskills
Mathematical Foundations
Websites for Learning High-Paying Skills #EducationalWebsite #learnskills
Social Geek Beginner 2y ago
Results of the Open Source AI Game Jam
Mathematical Foundations
Results of the Open Source AI Game Jam
HuggingFace Beginner 2y ago
Collaboration Between PyTorch and Hardware Providers
Mathematical Foundations
Collaboration Between PyTorch and Hardware Providers
Weights & Biases Beginner 2y ago
When doing SEO, start with the “WHY”! #SEOTips #SearchEngineOptimization #YoastSEO #GregGifford
Mathematical Foundations ⚡ AI Lesson
When doing SEO, start with the “WHY”! #SEOTips #SearchEngineOptimization #YoastSEO #GregGifford
Yoast Beginner 2y ago
How They Fool Ya (live) | Math parody of Hallelujah
Mathematical Foundations
How They Fool Ya (live) | Math parody of Hallelujah
3Blue1Brown Beginner 3y ago
Advanced C# Programming Course
Mathematical Foundations ⚡ AI Lesson
Advanced C# Programming Course
freeCodeCamp.org Beginner 3y ago
Confusion Matrix in Machine Learning ⚡️ Explained in 60 Seconds
Mathematical Foundations ⚡ AI Lesson
Confusion Matrix in Machine Learning ⚡️ Explained in 60 Seconds
Analytics Vidhya Beginner 3y ago
Reinforcement Learning From Human Feedback, RLHF. Overview of the Process. Strengths and Weaknesses.
Mathematical Foundations
Reinforcement Learning From Human Feedback, RLHF. Overview of the Process. Strengths and Weaknesses.
AemonAlgiz Beginner 3y ago
What did people do before anesthesia? - Sally Frampton
Mathematical Foundations
What did people do before anesthesia? - Sally Frampton
TED-Ed Beginner 3y ago
What Does an HR Assistant Do?
Mathematical Foundations
What Does an HR Assistant Do?
HR University Beginner 3y ago
Likelihood vs Probability
Mathematical Foundations ⚡ AI Lesson
Likelihood vs Probability
StatQuest with Josh Starmer Beginner 3y ago
Mojo: The New AI Programming Language | First Look
Mathematical Foundations
Mojo: The New AI Programming Language | First Look
Automata Learning Lab Beginner 3y ago
Jim Simons Trading Secrets 1.1 MARKOV Process
Mathematical Foundations
Jim Simons Trading Secrets 1.1 MARKOV Process
QuantProgram Beginner 3y ago
Why do we eat popcorn at the movies? - Andrew Smith
Mathematical Foundations
Why do we eat popcorn at the movies? - Andrew Smith
TED-Ed Beginner 3y ago
IconScout app for Canva | Design like a pro with Icons, 3D Illustrations, Lottie animations & more
Mathematical Foundations ⚡ AI Lesson
IconScout app for Canva | Design like a pro with Icons, 3D Illustrations, Lottie animations & more
LottieFiles Beginner 3y ago
Lecture 6 Part 2: Calculus of Variations and Gradients of Functionals
Mathematical Foundations
Lecture 6 Part 2: Calculus of Variations and Gradients of Functionals
MIT OpenCourseWare Beginner 2y ago
Stanford CS109 I Central Limit Theorem I 2022 I Lecture 18
Mathematical Foundations
Stanford CS109 I Central Limit Theorem I 2022 I Lecture 18
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I Logistic Regression I 2022 I Lecture 24
Mathematical Foundations
Stanford CS109 Probability for Computer Scientists I Logistic Regression I 2022 I Lecture 24
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I Bootstraping and P-Values I 2022 I Lecture 19
Mathematical Foundations
Stanford CS109 Probability for Computer Scientists I Bootstraping and P-Values I 2022 I Lecture 19
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I Normal Distribution I 2022 I Lecture 10
Mathematical Foundations
Stanford CS109 Probability for Computer Scientists I Normal Distribution I 2022 I Lecture 10
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I Joint Distributions I 2022 I Lecture 11
Mathematical Foundations
Stanford CS109 Probability for Computer Scientists I Joint Distributions I 2022 I Lecture 11
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I Continuous Random Variables I 2022 I Lecture 9
Mathematical Foundations ⚡ AI Lesson
Stanford CS109 Probability for Computer Scientists I Continuous Random Variables I 2022 I Lecture 9
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I Variance Bernoulli Binomial I 2022 I Lecture 7
Mathematical Foundations
Stanford CS109 Probability for Computer Scientists I Variance Bernoulli Binomial I 2022 I Lecture 7
Stanford Online Beginner 2y ago
Stanford CS109 I Random Variables and Expectation I 2022 I Lecture 6
Mathematical Foundations
Stanford CS109 I Random Variables and Expectation I 2022 I Lecture 6
Stanford Online Beginner 2y ago
Stanford CS109 I Conditional Probability and Bayes I 2022 I Lecture 4
Mathematical Foundations
Stanford CS109 I Conditional Probability and Bayes I 2022 I Lecture 4
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I What is Probability? I 2022 I Lecture 3
Mathematical Foundations
Stanford CS109 Probability for Computer Scientists I What is Probability? I 2022 I Lecture 3
Stanford Online Beginner 2y ago
Stanford CS109 Probability for Computer Scientists I Counting I 2022 I Lecture 1
Mathematical Foundations
Stanford CS109 Probability for Computer Scientists I Counting I 2022 I Lecture 1
Stanford Online Beginner 2y ago
A Data Scientist's Take on the Affirmative Action Ruling
Mathematical Foundations ⚡ AI Lesson
A Data Scientist's Take on the Affirmative Action Ruling
ritvikmath Beginner 2y ago
The Unexpected Power of Orthogonal Matrices
Mathematical Foundations
The Unexpected Power of Orthogonal Matrices
ritvikmath Beginner 2y ago
Convolutions | Why X+Y in probability is a beautiful mess
Mathematical Foundations
Convolutions | Why X+Y in probability is a beautiful mess
3Blue1Brown Beginner 3y ago
Type 1 vs Type 2 Errors Explained 🔥 Statistics & Machine Learning
Mathematical Foundations
Type 1 vs Type 2 Errors Explained 🔥 Statistics & Machine Learning
Analytics Vidhya Beginner 3y ago
How this Little Matrix Sharpens your Images
Mathematical Foundations
How this Little Matrix Sharpens your Images
ritvikmath Beginner 3y ago
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Foundations for Machine Learning
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Foundations for Machine Learning
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Reasoning Under Uncertainty
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Reasoning Under Uncertainty
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Using Machine Learning in Trading and Finance
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Using Machine Learning in Trading and Finance
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Advanced Android Game Development in Unity
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Self-paced
Advanced Android Game Development in Unity
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Organizational Effectiveness and Work Systems
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Self-paced
Organizational Effectiveness and Work Systems
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Bayesian Statistics: Mixture Models
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Self-paced
Bayesian Statistics: Mixture Models
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