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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Stanford CS330 Deep Multi-Task & Meta Learning - Bayesian Meta-Learning l 2022 I Lecture 12
Mathematical Foundations
Stanford CS330 Deep Multi-Task & Meta Learning - Bayesian Meta-Learning l 2022 I Lecture 12
Stanford Online Beginner 3y ago
Statistics Crash Course
Mathematical Foundations
Statistics Crash Course
365 Data Science Beginner 3y ago
Full Visibility with Point Clouds: Redefine Your Engineering! 🛳️⚓️
Mathematical Foundations
Full Visibility with Point Clouds: Redefine Your Engineering! 🛳️⚓️
Gizil Beginner 3y ago
Stanford CS330 Deep Multi-Task & Meta Learning - Optimization-Based Meta-Learning l 2022 I Lecture 5
Mathematical Foundations
Stanford CS330 Deep Multi-Task & Meta Learning - Optimization-Based Meta-Learning l 2022 I Lecture 5
Stanford Online Beginner 3y ago
Jensen Shannon Divergence || JS Divergence || Quick explained
Mathematical Foundations
Jensen Shannon Divergence || JS Divergence || Quick explained
Developers Hutt Beginner 3y ago
But what is the Central Limit Theorem?
Mathematical Foundations
But what is the Central Limit Theorem?
3Blue1Brown Beginner 3y ago
The Multinomial Distribution : Data Science Basics
Mathematical Foundations
The Multinomial Distribution : Data Science Basics
ritvikmath Beginner 3y ago
Matrix Multiplication Concept Explained
Mathematical Foundations
Matrix Multiplication Concept Explained
Machine Learning Studio Beginner 3y ago
Rise Of A New Kind Of Linux Package Manager
Mathematical Foundations
Rise Of A New Kind Of Linux Package Manager
Brodie Robertson Beginner 3y ago
Using NumPy and Linear Algebra for Faster Python Code | Real Python Podcast #146
Mathematical Foundations
Using NumPy and Linear Algebra for Faster Python Code | Real Python Podcast #146
Real Python Beginner 3y ago
Equivariant Neural Networks | Part 2/3 - Generalized CNNs
Mathematical Foundations ⚡ AI Lesson
Equivariant Neural Networks | Part 2/3 - Generalized CNNs
DeepFindr Beginner 3y ago
One of the most banned books of all time - Mollie Godfrey
Mathematical Foundations
One of the most banned books of all time - Mollie Godfrey
TED-Ed Beginner 3y ago
La prépa Maths sup, les espaces vectoriels
Mathematical Foundations
La prépa Maths sup, les espaces vectoriels
educative Beginner 3y ago
Entity Attribute Value (EAV) SEO Case Study - Semantic Content Networks with Templates
Mathematical Foundations
Entity Attribute Value (EAV) SEO Case Study - Semantic Content Networks with Templates
Koray Tuğberk GÜBÜR Beginner 3y ago
The Beta Distribution : Data Science Basics
Mathematical Foundations ⚡ AI Lesson
The Beta Distribution : Data Science Basics
ritvikmath Beginner 3y ago
ML tutorial: How to solve classification problems with TensorFlow and multi-layer perceptrons
Mathematical Foundations
ML tutorial: How to solve classification problems with TensorFlow and multi-layer perceptrons
Google for Developers Beginner 3y ago
Entropy | Cross Entropy | KL Divergence | Quick Explained
Mathematical Foundations
Entropy | Cross Entropy | KL Divergence | Quick Explained
Developers Hutt Beginner 3y ago
Equivariant Neural Networks | Part 1/3 - Introduction
Mathematical Foundations ⚡ AI Lesson
Equivariant Neural Networks | Part 1/3 - Introduction
DeepFindr Beginner 3y ago
Why do you want to squeeze cute things? - Joshua Paul Dale
Mathematical Foundations
Why do you want to squeeze cute things? - Joshua Paul Dale
TED-Ed Beginner 3y ago
Scaling inference on CPUs with TorchServe
Mathematical Foundations
Scaling inference on CPUs with TorchServe
PyTorch Beginner 3y ago
Hoshin Planning and The X-Matrix
Mathematical Foundations
Hoshin Planning and The X-Matrix
EPM Beginner 3y ago
Optimization from Structured Samples for Coverage and Influence Functions
Mathematical Foundations
Optimization from Structured Samples for Coverage and Influence Functions
Microsoft Research Beginner 3y ago
What is new in Intel Extension for PyTorch (PyTorch Conference 2022 Breakout Session)
Mathematical Foundations
What is new in Intel Extension for PyTorch (PyTorch Conference 2022 Breakout Session)
PyTorch Beginner 3y ago
The 4 Time Management Quadrants | Eisenhower Matrix #shorts
Mathematical Foundations
The 4 Time Management Quadrants | Eisenhower Matrix #shorts
Vihan Chelliah Beginner 3y ago
Roger Gracie: Greatest Jiu Jitsu Competitor of All Time | Lex Fridman Podcast #343
Mathematical Foundations
Roger Gracie: Greatest Jiu Jitsu Competitor of All Time | Lex Fridman Podcast #343
Lex Fridman Beginner 3y ago
Cross Validation Explained!
Mathematical Foundations ⚡ AI Lesson
Cross Validation Explained!
CodeEmporium Beginner 3y ago
Statistics in Data Science | DataHour by Abhishek Raj Permani | MLE at Jaguar Land Rover
Mathematical Foundations
Statistics in Data Science | DataHour by Abhishek Raj Permani | MLE at Jaguar Land Rover
Analytics Vidhya Beginner 3y ago
Participate in the Advent of Code 2022 - Learning Python
Mathematical Foundations
Participate in the Advent of Code 2022 - Learning Python
Enric Domingo - AI Engineering Beginner 3y ago
Practical Implementation of Hypothesis Testing | DataHour - by Prashant Sahu #MachineLearning
Mathematical Foundations
Practical Implementation of Hypothesis Testing | DataHour - by Prashant Sahu #MachineLearning
Analytics Vidhya Beginner 3y ago
Bias Variance Tradeoff Explained!
Mathematical Foundations ⚡ AI Lesson
Bias Variance Tradeoff Explained!
CodeEmporium Beginner 3y ago
But what is a convolution?
Mathematical Foundations
But what is a convolution?
3Blue1Brown Beginner 3y ago
Découvre en avance les bases
Mathematical Foundations
Découvre en avance les bases
educative Beginner 3y ago
Gadebridge Park | Urban Park | Hemel | Hempstead | Hertfordshire | England
Mathematical Foundations
Gadebridge Park | Urban Park | Hemel | Hempstead | Hertfordshire | England
ConnollyCove Beginner 3y ago
George Hotz | Programming | tinygrad: tuesday afternoon is amx o'clock | Apple M1 AMX | tinygrad.org
Mathematical Foundations ⚡ AI Lesson
George Hotz | Programming | tinygrad: tuesday afternoon is amx o'clock | Apple M1 AMX | tinygrad.org
george hotz archive Beginner 3y ago
Kaputas Beach | Kaputas | Turkey | Kas Antalya | Beaches in Turkey | #Shorts
Mathematical Foundations
Kaputas Beach | Kaputas | Turkey | Kas Antalya | Beaches in Turkey | #Shorts
ConnollyCove Beginner 3y ago
The Confusion Matrix : Data Science Basics
Mathematical Foundations ⚡ AI Lesson
The Confusion Matrix : Data Science Basics
ritvikmath Beginner 3y ago
Stanford Seminar - Incorporating Sample Efficient Monitoring into Learned Autonomy
Mathematical Foundations
Stanford Seminar - Incorporating Sample Efficient Monitoring into Learned Autonomy
Stanford Online Beginner 3y ago
The KL Divergence : Data Science Basics
Mathematical Foundations
The KL Divergence : Data Science Basics
ritvikmath Beginner 3y ago
Jensen's Inequality : Data Science Basics
Mathematical Foundations
Jensen's Inequality : Data Science Basics
ritvikmath Beginner 3y ago
linear_operator - Structured Linear Algebra in PyTorchLinear Operator at PyTorch Conference 2022
Mathematical Foundations ⚡ AI Lesson
linear_operator - Structured Linear Algebra in PyTorchLinear Operator at PyTorch Conference 2022
PyTorch Beginner 3y ago
Stanford CS229M - Lecture 18: Unsupervised learning, mixture of Gaussians, moment methods
Mathematical Foundations ⚡ AI Lesson
Stanford CS229M - Lecture 18: Unsupervised learning, mixture of Gaussians, moment methods
Stanford Online Beginner 3y ago
Data Science Use Cases | Solving Business Problems with Data | DataHour - by Vijay Rajan (Moove.io)
Mathematical Foundations
Data Science Use Cases | Solving Business Problems with Data | DataHour - by Vijay Rajan (Moove.io)
Analytics Vidhya Beginner 3y ago
Logistic Regression - Is it Linear Regression?
Mathematical Foundations ⚡ AI Lesson
Logistic Regression - Is it Linear Regression?
CodeEmporium Beginner 3y ago
Learn Hypothesis Testing | DataHour | Analytics Vidhya
Mathematical Foundations
Learn Hypothesis Testing | DataHour | Analytics Vidhya
Analytics Vidhya Beginner 3y ago
Why you procrastinate even when it feels bad
Mathematical Foundations
Why you procrastinate even when it feels bad
TED-Ed Beginner 3y ago
Stanford Seminar - Perceiving, Understanding, and Interacting through Touch
Mathematical Foundations
Stanford Seminar - Perceiving, Understanding, and Interacting through Touch
Stanford Online Beginner 3y ago
Probability Density Functions - EXPLAINED!
Mathematical Foundations ⚡ AI Lesson
Probability Density Functions - EXPLAINED!
CodeEmporium Beginner 3y ago
Statistical Learning: 13.1 Introduction to Hypothesis Testing
Mathematical Foundations
Statistical Learning: 13.1 Introduction to Hypothesis Testing
Stanford Online Beginner 3y ago
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GNU Octave: Apply, Implement & Design Functions
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Self-paced
GNU Octave: Apply, Implement & Design Functions
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Aerospace 3D Printing: Additive Manufacturing
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Aerospace 3D Printing: Additive Manufacturing
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Analyze Healthcare Data with Confidence
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Analyze Healthcare Data with Confidence
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Differential Equations and Applications
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Differential Equations and Applications
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Advanced Probability and Statistical Methods
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Advanced Probability and Statistical Methods
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Algebra: Elementary to Advanced - Equations & Inequalities
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Algebra: Elementary to Advanced - Equations & Inequalities
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