Foundations

Mathematical Foundations

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

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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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When Predictions Fail: Crash Course Statistics #43
Mathematical Foundations
When Predictions Fail: Crash Course Statistics #43
CrashCourse Beginner 7y ago
Fantastic Puzzles from FiveThirtyEights | Oliver Roeder | Talks at Google
Mathematical Foundations
Fantastic Puzzles from FiveThirtyEights | Oliver Roeder | Talks at Google
Talks at Google Beginner 7y ago
Are we running out of clean water? - Balsher Singh Sidhu
Mathematical Foundations
Are we running out of clean water? - Balsher Singh Sidhu
TED-Ed Beginner 7y ago
INTRO TO R AND BIOSTATS - CS50 on Twitch, EP. 19
Mathematical Foundations
INTRO TO R AND BIOSTATS - CS50 on Twitch, EP. 19
CS50 Beginner 7y ago
Statistics in the Courts: Crash Course Statistics #40
Mathematical Foundations
Statistics in the Courts: Crash Course Statistics #40
CrashCourse Beginner 7y ago
Machine Learning Tutorial Python - 9 Decision Tree
Mathematical Foundations
Machine Learning Tutorial Python - 9 Decision Tree
codebasics Beginner 7y ago
Affinity Photo - 5 awesome Brush ideas
Mathematical Foundations
Affinity Photo - 5 awesome Brush ideas
Olivio Sarikas Beginner 7y ago
Being Bayesian
Mathematical Foundations ⚡ AI Lesson
Being Bayesian
Data Skeptic Beginner 7y ago
How To Get More Sales Using A Conversion Heuristic - Conversion Optimization Tips
Mathematical Foundations
How To Get More Sales Using A Conversion Heuristic - Conversion Optimization Tips
Marketing 360 Beginner 7y ago
Understanding Poisson Distribution
Mathematical Foundations
Understanding Poisson Distribution
Pradnya Ambatipudi Beginner 7y ago
An introduction to Policy Gradient methods - Deep Reinforcement Learning
Mathematical Foundations ⚡ AI Lesson
An introduction to Policy Gradient methods - Deep Reinforcement Learning
arXiv Insights Beginner 7y ago
False Discovery Rates
Mathematical Foundations ⚡ AI Lesson
False Discovery Rates
Data Skeptic Beginner 7y ago
Machine Learning Fundamentals: Bias and Variance
Mathematical Foundations ⚡ AI Lesson
Machine Learning Fundamentals: Bias and Variance
StatQuest with Josh Starmer Beginner 7y ago
Maximum Likelihood For the Normal Distribution, step-by-step!!!
Mathematical Foundations
Maximum Likelihood For the Normal Distribution, step-by-step!!!
StatQuest with Josh Starmer Beginner 7y ago
Loss Functions Explained
Mathematical Foundations
Loss Functions Explained
Siraj Raval Beginner 7y ago
Statistics and Probability: Your first steps on the road to data science
Mathematical Foundations
Statistics and Probability: Your first steps on the road to data science
freeCodeCamp.org Beginner 8y ago
Divergence and curl: The language of Maxwell's equations, fluid flow, and more
Mathematical Foundations
Divergence and curl: The language of Maxwell's equations, fluid flow, and more
3Blue1Brown Beginner 8y ago
Thinking on Your Feet // Ground Up 065
Mathematical Foundations
Thinking on Your Feet // Ground Up 065
Matt D'Avella Beginner 8y ago
TWiML & AI x Fast.ai Study Group – Session 2 – June 16, 2018
Mathematical Foundations
TWiML & AI x Fast.ai Study Group – Session 2 – June 16, 2018
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
Problem Formulation for Machine Learning with Romer Rosales - #149
Mathematical Foundations ⚡ AI Lesson
Problem Formulation for Machine Learning with Romer Rosales - #149
The TWIML AI Podcast with Sam Charrington Beginner 8y ago
The other way to visualize derivatives | Chapter 12, Essence of calculus
Mathematical Foundations
The other way to visualize derivatives | Chapter 12, Essence of calculus
3Blue1Brown Beginner 8y ago
Ground Up 059 - Take Action w/ Adam Sjoberg
Mathematical Foundations
Ground Up 059 - Take Action w/ Adam Sjoberg
Matt D'Avella Beginner 8y ago
Data Science & Statistics: Matrix recycling in R
Mathematical Foundations
Data Science & Statistics: Matrix recycling in R
365 Data Science Beginner 8y ago
Data frames in R - Getting a sense of your data
Mathematical Foundations
Data frames in R - Getting a sense of your data
365 Data Science Beginner 8y ago
Fitting Models Is like Tetris: Crash Course Statistics #35
Mathematical Foundations
Fitting Models Is like Tetris: Crash Course Statistics #35
CrashCourse Beginner 7y ago
ANOVA: Crash Course Statistics #33
Mathematical Foundations
ANOVA: Crash Course Statistics #33
CrashCourse Beginner 7y ago
Chi-Square Tests: Crash Course Statistics #29
Mathematical Foundations
Chi-Square Tests: Crash Course Statistics #29
CrashCourse Beginner 7y ago
Degrees of Freedom and Effect Sizes: Crash Course Statistics #28
Mathematical Foundations
Degrees of Freedom and Effect Sizes: Crash Course Statistics #28
CrashCourse Beginner 7y ago
T-Tests: A Matched Pair Made in Heaven: Crash Course Statistics #27
Mathematical Foundations
T-Tests: A Matched Pair Made in Heaven: Crash Course Statistics #27
CrashCourse Beginner 7y ago
Maximum Likelihood for the Binomial Distribution, Clearly Explained!!!
Mathematical Foundations ⚡ AI Lesson
Maximum Likelihood for the Binomial Distribution, Clearly Explained!!!
StatQuest with Josh Starmer Beginner 7y ago
Test Statistics: Crash Course Statistics #26
Mathematical Foundations
Test Statistics: Crash Course Statistics #26
CrashCourse Beginner 7y ago
Bayes in Science and Everyday Life: Crash Course Statistics #25
Mathematical Foundations
Bayes in Science and Everyday Life: Crash Course Statistics #25
CrashCourse Beginner 7y ago
Maximum Likelihood for the Exponential Distribution, Clearly Explained!!!
Mathematical Foundations
Maximum Likelihood for the Exponential Distribution, Clearly Explained!!!
StatQuest with Josh Starmer Beginner 7y ago
Logistic Regression in R, Clearly Explained!!!!
Mathematical Foundations
Logistic Regression in R, Clearly Explained!!!!
StatQuest with Josh Starmer Beginner 7y ago
You Know I'm All About that Bayes: Crash Course Statistics #24
Mathematical Foundations
You Know I'm All About that Bayes: Crash Course Statistics #24
CrashCourse Beginner 7y ago
Why We Can't Invent a Perfect Engine: Crash Course Engineering #10
Mathematical Foundations
Why We Can't Invent a Perfect Engine: Crash Course Engineering #10
CrashCourse Beginner 7y ago
Playing with Power: P-Values Pt 3: Crash Course Statistics #23
Mathematical Foundations
Playing with Power: P-Values Pt 3: Crash Course Statistics #23
CrashCourse Beginner 7y ago
P-Value Problems: Crash Course Statistics #22
Mathematical Foundations
P-Value Problems: Crash Course Statistics #22
CrashCourse Beginner 8y ago
How P-Values Help Us Test Hypotheses: Crash Course Statistics #21
Mathematical Foundations
How P-Values Help Us Test Hypotheses: Crash Course Statistics #21
CrashCourse Beginner 8y ago
Confidence Intervals: Crash Course Statistics #20
Mathematical Foundations
Confidence Intervals: Crash Course Statistics #20
CrashCourse Beginner 8y ago
Logistic Regression Details Pt 2: Maximum Likelihood
Mathematical Foundations ⚡ AI Lesson
Logistic Regression Details Pt 2: Maximum Likelihood
StatQuest with Josh Starmer Beginner 8y ago
The Normal Distribution: Crash Course Statistics #19
Mathematical Foundations
The Normal Distribution: Crash Course Statistics #19
CrashCourse Beginner 8y ago
Randomness: Crash Course Statistics #17
Mathematical Foundations
Randomness: Crash Course Statistics #17
CrashCourse Beginner 8y ago
Geometric Distributions and The Birthday Paradox: Crash Course Statistics #16
Mathematical Foundations
Geometric Distributions and The Birthday Paradox: Crash Course Statistics #16
CrashCourse Beginner 8y ago
The Binomial Distribution: Crash Course Statistics #15
Mathematical Foundations
The Binomial Distribution: Crash Course Statistics #15
CrashCourse Beginner 8y ago
Probability Part 2: Updating Your Beliefs with Bayes: Crash Course Statistics #14
Mathematical Foundations
Probability Part 2: Updating Your Beliefs with Bayes: Crash Course Statistics #14
CrashCourse Beginner 8y ago
Data Science & Statistics: Matrix operations in R
Mathematical Foundations ⚡ AI Lesson
Data Science & Statistics: Matrix operations in R
365 Data Science Beginner 8y ago
Data Science & Statistics: Slicing a matrix in R
Mathematical Foundations
Data Science & Statistics: Slicing a matrix in R
365 Data Science Beginner 8y ago
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