Foundations

Mathematical Foundations

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

2,094
lessons
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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Statistical Learning: 12.5 Matrix Completion
Mathematical Foundations
Statistical Learning: 12.5 Matrix Completion
Stanford Online Beginner 3y ago
Statistical Learning: 13.1 Introduction to Hypothesis Testing II
Mathematical Foundations
Statistical Learning: 13.1 Introduction to Hypothesis Testing II
Stanford Online Beginner 3y ago
Should you care what your parents think?
Mathematical Foundations
Should you care what your parents think?
TED-Ed Beginner 3y ago
Probability Mass Functions - EXPLAINED!
Mathematical Foundations ⚡ AI Lesson
Probability Mass Functions - EXPLAINED!
CodeEmporium Beginner 3y ago
What makes a great math explanation? | SoME2 results
Mathematical Foundations
What makes a great math explanation? | SoME2 results
3Blue1Brown Beginner 3y ago
How to Manage Conda Environments for Data Science
Mathematical Foundations ⚡ AI Lesson
How to Manage Conda Environments for Data Science
Dave Ebbelaar Beginner 3y ago
Kaputas Beach | Kaputas | Turkey | Kas Antalya | Kas Turkey | Beaches in Turkey
Mathematical Foundations
Kaputas Beach | Kaputas | Turkey | Kas Antalya | Kas Turkey | Beaches in Turkey
ConnollyCove Beginner 3y ago
Probability Distribution Functions - EXPLAINED!
Mathematical Foundations ⚡ AI Lesson
Probability Distribution Functions - EXPLAINED!
CodeEmporium Beginner 3y ago
No Stress Teacher Observations - Classroom Observation Tips For Kindergarten & First Grade Teachers
Mathematical Foundations
No Stress Teacher Observations - Classroom Observation Tips For Kindergarten & First Grade Teachers
Teachers Making The Basics Fun Beginner 3y ago
Part 4: FSDP Sharding Strategies
Mathematical Foundations
Part 4: FSDP Sharding Strategies
PyTorch Beginner 3y ago
Would you pass the wallet test?
Mathematical Foundations
Would you pass the wallet test?
TED-Ed Beginner 3y ago
Quick CheatSheet To Prepare For Statistics For Data Analyst And Data Scientist
Mathematical Foundations
Quick CheatSheet To Prepare For Statistics For Data Analyst And Data Scientist
Krish Naik Beginner 3y ago
MSR-IISc AI Seminar Series: GFlowNets and System 2 Deep Learning - Yoshua Bengio
Mathematical Foundations
MSR-IISc AI Seminar Series: GFlowNets and System 2 Deep Learning - Yoshua Bengio
Microsoft Research Beginner 4y ago
JAX Crash Course - Accelerating Machine Learning code!
Mathematical Foundations
JAX Crash Course - Accelerating Machine Learning code!
AssemblyAI Beginner 4y ago
George Hotz | Programming | can tinygrad run the openpilot model FAST? | github.com/geohot/tinygrad
Mathematical Foundations ⚡ AI Lesson
George Hotz | Programming | can tinygrad run the openpilot model FAST? | github.com/geohot/tinygrad
george hotz archive Beginner 4y ago
Complete Statistics For Data Science In 6 hours By Krish Naik
Mathematical Foundations
Complete Statistics For Data Science In 6 hours By Krish Naik
Krish Naik Beginner 4y ago
Identifying Linchpin Positions
Mathematical Foundations
Identifying Linchpin Positions
thinkdev Beginner 4y ago
What to Learn to Get Hired as a Data Scientist
Mathematical Foundations
What to Learn to Get Hired as a Data Scientist
365 Data Science Beginner 4y ago
Introducing IconScout’s new look | Rebrand video
Mathematical Foundations
Introducing IconScout’s new look | Rebrand video
IconScout Beginner 4y ago
SymPy is REVOLUTIONARY For Mathematical Tasks
Mathematical Foundations ⚡ AI Lesson
SymPy is REVOLUTIONARY For Mathematical Tasks
NeuralNine Beginner 4y ago
Animating Statistical Data in Python
Mathematical Foundations ⚡ AI Lesson
Animating Statistical Data in Python
NeuralNine Beginner 4y ago
Method To Troubleshoot High ACoS In Amazon PPC
Mathematical Foundations
Method To Troubleshoot High ACoS In Amazon PPC
Daniel Audunsson Beginner 4y ago
Website Speed Optimization: How to Check Website Speed & Quality? | Website Testing Tools
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Mathematical Foundations ⚡ AI Lesson
Website Speed Optimization: How to Check Website Speed & Quality? | Website Testing Tools
WsCube Tech Beginner 4y ago
How to handle Uncertainty in Deep Learning #1.1
Mathematical Foundations
How to handle Uncertainty in Deep Learning #1.1
DeepFindr Beginner 4y ago
The Zone of Proximal Development
Mathematical Foundations
The Zone of Proximal Development
thinkdev Beginner 4y ago
5 Articles Data Scientists Should Read on Hackernoon!
Mathematical Foundations
5 Articles Data Scientists Should Read on Hackernoon!
What's AI by Louis-François Bouchard Beginner 4y ago
The Surprisingly Effective Magic of Partial Pooling
Mathematical Foundations ⚡ AI Lesson
The Surprisingly Effective Magic of Partial Pooling
ritvikmath Beginner 4y ago
Tim Urban: Elon Musk, Neuralink, AI, Aliens, and the Future of Humanity | Lex Fridman Podcast #264
Mathematical Foundations
Tim Urban: Elon Musk, Neuralink, AI, Aliens, and the Future of Humanity | Lex Fridman Podcast #264
Lex Fridman Beginner 4y ago
Research talk: Causal ML and fairness
Mathematical Foundations ⚡ AI Lesson
Research talk: Causal ML and fairness
Microsoft Research Beginner 4y ago
Solving Wordle using information theory
Mathematical Foundations
Solving Wordle using information theory
3Blue1Brown Beginner 4y ago
Weight Initialization for Deep Feedforward Neural Networks
Mathematical Foundations
Weight Initialization for Deep Feedforward Neural Networks
AssemblyAI Beginner 4y ago
Matrix Profiles in Stumpy
Mathematical Foundations ⚡ AI Lesson
Matrix Profiles in Stumpy
Data Skeptic Beginner 4y ago
ACTIVE DEFENSE & Cyber Deception - with John Strand!
Mathematical Foundations ⚡ AI Lesson
ACTIVE DEFENSE & Cyber Deception - with John Strand!
John Hammond Beginner 4y ago
Keanu Reeves and Carrie-Anne Moss on making The Matrix Awakens with Epic Games
Mathematical Foundations
Keanu Reeves and Carrie-Anne Moss on making The Matrix Awakens with Epic Games
The Verge Beginner 4y ago
Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions (Paper Explained)
Mathematical Foundations ⚡ AI Lesson
Implicit MLE: Backpropagating Through Discrete Exponential Family Distributions (Paper Explained)
Yannic Kilcher Beginner 4y ago
What is Z Test in Hypothesis Testing | Data Science Interview Questions and Answers
Mathematical Foundations
What is Z Test in Hypothesis Testing | Data Science Interview Questions and Answers
Thinking Neuron Beginner 4y ago
When to use Chi squared test in machine learning | Data Science Interview Questions and Answers
Mathematical Foundations
When to use Chi squared test in machine learning | Data Science Interview Questions and Answers
Thinking Neuron Beginner 4y ago
Random Variables - EXPLAINED!
Mathematical Foundations ⚡ AI Lesson
Random Variables - EXPLAINED!
CodeEmporium Beginner 3y ago
The rise and fall of the medieval Islamic Empire - Petra Sijpesteijn & Birte Kristiansen
Mathematical Foundations
The rise and fall of the medieval Islamic Empire - Petra Sijpesteijn & Birte Kristiansen
TED-Ed Beginner 3y ago
Likelihood Estimation - THE MATH YOU SHOULD KNOW!
Mathematical Foundations ⚡ AI Lesson
Likelihood Estimation - THE MATH YOU SHOULD KNOW!
CodeEmporium Beginner 3y ago
What happens to your body at the top of Mount Everest - Andrew Lovering
Mathematical Foundations
What happens to your body at the top of Mount Everest - Andrew Lovering
TED-Ed Beginner 4y ago
Statistics Fundamentals in Python
Mathematical Foundations ⚡ AI Lesson
Statistics Fundamentals in Python
NeuralNine Beginner 4y ago
Analyzing Stock Price Correlations in Python
Mathematical Foundations ⚡ AI Lesson
Analyzing Stock Price Correlations in Python
NeuralNine Beginner 4y ago
Decision Trees are more powerful than you think
Mathematical Foundations ⚡ AI Lesson
Decision Trees are more powerful than you think
CodeEmporium Beginner 4y ago
Live Day 1- Introduction To statistics In Data Science
Mathematical Foundations
Live Day 1- Introduction To statistics In Data Science
Krish Naik Beginner 4y ago
Stages of Team Development
Mathematical Foundations
Stages of Team Development
thinkdev Beginner 4y ago
Get Rid of Clutter
Mathematical Foundations
Get Rid of Clutter
thinkdev Beginner 4y ago
Causal Inference - EXPLAINED!
Mathematical Foundations ⚡ AI Lesson
Causal Inference - EXPLAINED!
CodeEmporium Beginner 4y ago
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Advanced Linear Models for Data Science 2: Statistical Linear Models
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Self-paced
Advanced Linear Models for Data Science 2: Statistical Linear Models
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Understanding and Visualizing Data with Python
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Self-paced
Understanding and Visualizing Data with Python
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Economic Decision Making Part 2
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Self-paced
Economic Decision Making Part 2
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Strategic Supply Chain Management in Turbulent Times
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Strategic Supply Chain Management in Turbulent Times
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Six Sigma Tools for Improve and Control
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Six Sigma Tools for Improve and Control
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Float Analysis for Smarter Stock Trading
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Float Analysis for Smarter Stock Trading
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