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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Math4ML Exercises: Probability
Mathematical Foundations ⚡ AI Lesson
Math4ML Exercises: Probability
Weights & Biases Beginner 4y ago
Math4ML Exercises: Linear Algebra, cont'd
Mathematical Foundations
Math4ML Exercises: Linear Algebra, cont'd
Weights & Biases Beginner 4y ago
2021 Summer of Math Exposition results
Mathematical Foundations
2021 Summer of Math Exposition results
3Blue1Brown Beginner 4y ago
Brian Greene: Quantum Gravity, The Big Bang, Aliens, Death, and Meaning | Lex Fridman Podcast #232
Mathematical Foundations
Brian Greene: Quantum Gravity, The Big Bang, Aliens, Death, and Meaning | Lex Fridman Podcast #232
Lex Fridman Beginner 4y ago
Data Scientist answers 30 Data Science Interview questions
Mathematical Foundations ⚡ AI Lesson
Data Scientist answers 30 Data Science Interview questions
CodeEmporium Beginner 4y ago
Etienne Dilocker on Vector Search Engines and Weaviate
Mathematical Foundations ⚡ AI Lesson
Etienne Dilocker on Vector Search Engines and Weaviate
Connor Shorten Beginner 4y ago
1. Introduction and Matrix Multiplication
Mathematical Foundations
1. Introduction and Matrix Multiplication
MIT OpenCourseWare Beginner 4y ago
Causality: An Introduction | How (naive) statistics can fail us
Mathematical Foundations ⚡ AI Lesson
Causality: An Introduction | How (naive) statistics can fail us
Shaw Talebi Beginner 4y ago
5 Probability Distributions you should know as a Data Scientist
Mathematical Foundations ⚡ AI Lesson
5 Probability Distributions you should know as a Data Scientist
CodeEmporium Beginner 4y ago
Top 10 Things That Destroy Developer Productivity
Mathematical Foundations
Top 10 Things That Destroy Developer Productivity
Coding Tech Beginner 4y ago
What is Hypothesis Testing ? Math, Statistics for data science, machine learning
Mathematical Foundations
What is Hypothesis Testing ? Math, Statistics for data science, machine learning
codebasics Beginner 4y ago
Negotiation Matrix
Mathematical Foundations
Negotiation Matrix
EPM Beginner 4y ago
Introduction to Statistics | 365 Data Science Courses
Mathematical Foundations
Introduction to Statistics | 365 Data Science Courses
365 Data Science Beginner 4y ago
Bayes' Theorem, Clearly Explained!!!!
Mathematical Foundations
Bayes' Theorem, Clearly Explained!!!!
StatQuest with Josh Starmer Beginner 4y ago
The ONLY C keyword with no C++ equivalent
Mathematical Foundations ⚡ AI Lesson
The ONLY C keyword with no C++ equivalent
mCoding Beginner 4y ago
Top Statistics libraries in Python
Mathematical Foundations ⚡ AI Lesson
Top Statistics libraries in Python
Data Professor 2 Beginner 4y ago
Probability Distribution, Statistics - Algorithmic Trading
Mathematical Foundations
Probability Distribution, Statistics - Algorithmic Trading
QuantProgram Beginner 4y ago
How To Think Like A Programmer - Learn To Solve Problems!
Mathematical Foundations
How To Think Like A Programmer - Learn To Solve Problems!
Coding Tech Beginner 4y ago
Conditional Probabilities, Clearly Explained!!!
Mathematical Foundations
Conditional Probabilities, Clearly Explained!!!
StatQuest with Josh Starmer Beginner 4y ago
PB2 - Population-Based Bandit Optimization
Mathematical Foundations
PB2 - Population-Based Bandit Optimization
Connor Shorten Beginner 4y ago
How to handle missing data in R (Ft. @StatisticsGlobe)
Mathematical Foundations ⚡ AI Lesson
How to handle missing data in R (Ft. @StatisticsGlobe)
Data Professor Beginner 5y ago
Diagnose slow Python code. (Feat. async/await)
Mathematical Foundations
Diagnose slow Python code. (Feat. async/await)
mCoding Beginner 5y ago
The Jacobian : Data Science Basics
Mathematical Foundations ⚡ AI Lesson
The Jacobian : Data Science Basics
ritvikmath Beginner 5y ago
A friendly introduction to linear algebra for ML (ML Tech Talks)
Mathematical Foundations ⚡ AI Lesson
A friendly introduction to linear algebra for ML (ML Tech Talks)
TensorFlow Beginner 5y ago
Neural Networks from Scratch - P.8 Implementing Loss
Mathematical Foundations ⚡ AI Lesson
Neural Networks from Scratch - P.8 Implementing Loss
sentdex Beginner 5y ago
Tutorial 2-Linear Algebra For ML-How To Add 2 Vectors
Mathematical Foundations
Tutorial 2-Linear Algebra For ML-How To Add 2 Vectors
Krish Naik Beginner 5y ago
Log normal distribution | Math, Statistics for data science, machine learning
Mathematical Foundations
Log normal distribution | Math, Statistics for data science, machine learning
codebasics Beginner 5y ago
What is the Inverse of a Matrix ??? : Data Science Basics
Mathematical Foundations ⚡ AI Lesson
What is the Inverse of a Matrix ??? : Data Science Basics
ritvikmath Beginner 5y ago
Implementing Differentiable Optimal Transport: A Case Study
Mathematical Foundations
Implementing Differentiable Optimal Transport: A Case Study
anucvml Beginner 5y ago
How to easily perform statistical analysis in Python with the Pengouin library
Mathematical Foundations
How to easily perform statistical analysis in Python with the Pengouin library
Data Professor Beginner 5y ago
Applications of AI and PyTorch in Asia Pacific by Ritchie Ng | PyTorch Ecosystem Day 2021
Mathematical Foundations ⚡ AI Lesson
Applications of AI and PyTorch in Asia Pacific by Ritchie Ng | PyTorch Ecosystem Day 2021
PyTorch Beginner 5y ago
Back To Basics: C++ Containers
Mathematical Foundations
Back To Basics: C++ Containers
javidx9 Beginner 5y ago
What Is P Value In Statistics In Simple Language?
Mathematical Foundations
What Is P Value In Statistics In Simple Language?
Krish Naik Beginner 5y ago
How (and why) to raise e to the power of a matrix | DE6
Mathematical Foundations
How (and why) to raise e to the power of a matrix | DE6
3Blue1Brown Beginner 5y ago
Learn NumPy In 30 Minutes
Mathematical Foundations
Learn NumPy In 30 Minutes
Patrick Loeber Beginner 5y ago
L8.7.2 OneHot Encoding and Multi-category Cross Entropy -- Code Example
Mathematical Foundations
L8.7.2 OneHot Encoding and Multi-category Cross Entropy -- Code Example
Sebastian Raschka Beginner 5y ago
L8.7.1 OneHot Encoding and Multi-category Cross Entropy
Mathematical Foundations
L8.7.1 OneHot Encoding and Multi-category Cross Entropy
Sebastian Raschka Beginner 5y ago
Part 1 of 3 — Proximal Policy Optimization Implementation: 11 Core Implementation Details
Mathematical Foundations ⚡ AI Lesson
Part 1 of 3 — Proximal Policy Optimization Implementation: 11 Core Implementation Details
Weights & Biases Beginner 4y ago
A Guide to A/B Testing as a Data Scientist!
Mathematical Foundations ⚡ AI Lesson
A Guide to A/B Testing as a Data Scientist!
CodeEmporium Beginner 4y ago
Using Bootstrapping to Calculate p-values!!!
Mathematical Foundations
Using Bootstrapping to Calculate p-values!!!
StatQuest with Josh Starmer Beginner 4y ago
How to run A/B Tests as a Data Scientist!
Mathematical Foundations ⚡ AI Lesson
How to run A/B Tests as a Data Scientist!
CodeEmporium Beginner 4y ago
Bootstrapping Main Ideas!!!
Mathematical Foundations ⚡ AI Lesson
Bootstrapping Main Ideas!!!
StatQuest with Josh Starmer Beginner 5y ago
Expected Values for Continuous Variables!!!
Mathematical Foundations ⚡ AI Lesson
Expected Values for Continuous Variables!!!
StatQuest with Josh Starmer Beginner 5y ago
Rank of a Matrix : Data Science Basics
Mathematical Foundations
Rank of a Matrix : Data Science Basics
ritvikmath Beginner 5y ago
Normal Distribution and Z Score | Math, Statistics for data science, machine learning
Mathematical Foundations
Normal Distribution and Z Score | Math, Statistics for data science, machine learning
codebasics Beginner 5y ago
Preprocessing data for Machine Learning - Deep Dive
Mathematical Foundations ⚡ AI Lesson
Preprocessing data for Machine Learning - Deep Dive
CodeEmporium Beginner 5y ago
Bayesian Linear Regression : Data Science Concepts
Mathematical Foundations
Bayesian Linear Regression : Data Science Concepts
ritvikmath Beginner 5y ago
SVM Dual : Data Science Concepts
Mathematical Foundations
SVM Dual : Data Science Concepts
ritvikmath Beginner 5y ago
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Calculus: Single Variable Part 2 - Differentiation
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Calculus: Single Variable Part 2 - Differentiation
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Introduction to Self-Driving Cars
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Introduction to Self-Driving Cars
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Run Inference & Hypothesis Tests
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Run Inference & Hypothesis Tests
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AI for Lawyers: Time and Tasks
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AI for Lawyers: Time and Tasks
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Differential Equations and Applications
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Differential Equations and Applications
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Relational Database Administration (DBA)
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Relational Database Administration (DBA)
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