Foundations

Mathematical Foundations

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

2,097
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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Python Tutorial : Expected value, mean, and variance
Mathematical Foundations
Python Tutorial : Expected value, mean, and variance
DataCamp Beginner 6y ago
Python Tutorial : Probability mass and distribution functions
Mathematical Foundations ⚡ AI Lesson
Python Tutorial : Probability mass and distribution functions
DataCamp Beginner 6y ago
Why Cloud Computing is Critical for a Data Scientist
Mathematical Foundations
Why Cloud Computing is Critical for a Data Scientist
365 Data Science Beginner 6y ago
Gamers are Entering a New Era of Monetization
Mathematical Foundations ⚡ AI Lesson
Gamers are Entering a New Era of Monetization
a16z Beginner 6y ago
Tutorial 33- Chi Square Test Implementation with Python- Hypothesis Testing- Part 2
Mathematical Foundations
Tutorial 33- Chi Square Test Implementation with Python- Hypothesis Testing- Part 2
Krish Naik Beginner 6y ago
High-Dimensional Robust Statistics with Ilias Diakonikolas - #351
Mathematical Foundations ⚡ AI Lesson
High-Dimensional Robust Statistics with Ilias Diakonikolas - #351
The TWIML AI Podcast with Sam Charrington Beginner 6y ago
How To Learn Statistics By Self Study And For Free
Mathematical Foundations
How To Learn Statistics By Self Study And For Free
Krish Naik Beginner 6y ago
Top 3 programming languages to learn in 2020 | meta analysis
Mathematical Foundations
Top 3 programming languages to learn in 2020 | meta analysis
TechWorld with Nana Beginner 6y ago
Is Beauty Culture Hurting Us? - Glad You Asked S1
Mathematical Foundations
Is Beauty Culture Hurting Us? - Glad You Asked S1
Vox Beginner 6y ago
Bayes theorem, the geometry of changing beliefs
Mathematical Foundations
Bayes theorem, the geometry of changing beliefs
3Blue1Brown Beginner 6y ago
Machine Learning in R: Building a Classification Model
Mathematical Foundations
Machine Learning in R: Building a Classification Model
Data Professor Beginner 6y ago
Judea Pearl: Human-Level AI and the Test of Free Will | AI Podcast Clips
Mathematical Foundations ⚡ AI Lesson
Judea Pearl: Human-Level AI and the Test of Free Will | AI Podcast Clips
Lex Fridman Beginner 6y ago
Judea Pearl: Daniel Pearl | AI Podcast Clips
Mathematical Foundations
Judea Pearl: Daniel Pearl | AI Podcast Clips
Lex Fridman Beginner 6y ago
Math Needed for Mastering Data Science
Mathematical Foundations
Math Needed for Mastering Data Science
Ken Jee Beginner 6y ago
The Truth Behind Matrix Multiplication : Data Science Basics
Mathematical Foundations
The Truth Behind Matrix Multiplication : Data Science Basics
ritvikmath Beginner 6y ago
Machine Learning Tutorial Python - 15: Naive Bayes Classifier Algorithm Part 2
Mathematical Foundations
Machine Learning Tutorial Python - 15: Naive Bayes Classifier Algorithm Part 2
codebasics Beginner 6y ago
Machine Learning Tutorial Python - 14: Naive Bayes Classifier Algorithm Part 1
Mathematical Foundations
Machine Learning Tutorial Python - 14: Naive Bayes Classifier Algorithm Part 1
codebasics Beginner 6y ago
Applying Data Science To My YouTube Data: My Surprising Findings
Mathematical Foundations
Applying Data Science To My YouTube Data: My Surprising Findings
Ken Jee Beginner 6y ago
Linear Algebra in PyTorch - Vishwak Srinivasan, CMU
Mathematical Foundations
Linear Algebra in PyTorch - Vishwak Srinivasan, CMU
PyTorch Beginner 6y ago
Support Vector Machines Part 3: The Radial (RBF) Kernel (Part 3 of 3)
Mathematical Foundations
Support Vector Machines Part 3: The Radial (RBF) Kernel (Part 3 of 3)
StatQuest with Josh Starmer Beginner 6y ago
you DO NOT need College / University!!
Mathematical Foundations ⚡ AI Lesson
you DO NOT need College / University!!
NetworkChuck Beginner 6y ago
How To Make A Wordpress Website For FREE 2020 | Elementor Tutorial✅[1,800 FREE TEMPLATES]🔥
Mathematical Foundations
How To Make A Wordpress Website For FREE 2020 | Elementor Tutorial✅[1,800 FREE TEMPLATES]🔥
Darrel Wilson Beginner 6y ago
3D Vector Text - Affinity Designer
Mathematical Foundations
3D Vector Text - Affinity Designer
Olivio Sarikas Beginner 6y ago
Data Science & Statistics: Chi-Squared Distribution
Mathematical Foundations
Data Science & Statistics: Chi-Squared Distribution
365 Data Science Beginner 6y ago
Support Vector Machines Part 1 (of 3): Main Ideas!!!
Mathematical Foundations ⚡ AI Lesson
Support Vector Machines Part 1 (of 3): Main Ideas!!!
StatQuest with Josh Starmer Beginner 6y ago
Espaces vectoriels et sous espaces vectoriels.
Mathematical Foundations
Espaces vectoriels et sous espaces vectoriels.
educative Beginner 6y ago
Python Tutorial : Let’s flip a coin in Python
Mathematical Foundations
Python Tutorial : Let’s flip a coin in Python
DataCamp Beginner 6y ago
Python Tutorial: Simulation basics
Mathematical Foundations
Python Tutorial: Simulation basics
DataCamp Beginner 6y ago
Python Tutorial: Statistical Simulation in Python
Mathematical Foundations ⚡ AI Lesson
Python Tutorial: Statistical Simulation in Python
DataCamp Beginner 6y ago
R Tutorial: Central limit theorem
Mathematical Foundations
R Tutorial: Central limit theorem
DataCamp Beginner 6y ago
R Tutorial: Continuous distributions
Mathematical Foundations
R Tutorial: Continuous distributions
DataCamp Beginner 6y ago
R Tutorial: Discrete distributions
Mathematical Foundations
R Tutorial: Discrete distributions
DataCamp Beginner 6y ago
PySpark Tutorial: Visually Inspecting Data
Mathematical Foundations
PySpark Tutorial: Visually Inspecting Data
DataCamp Beginner 6y ago
R Tutorial: Detecting anomalies in data
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Detecting anomalies in data
DataCamp Beginner 6y ago
R Tutorial: Distribution of one variable
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Distribution of one variable
DataCamp Beginner 6y ago
R Tutorial: Re-centering a bootstrap distribution for hypothesis testing
Mathematical Foundations
R Tutorial: Re-centering a bootstrap distribution for hypothesis testing
DataCamp Beginner 6y ago
R Tutorial: Model Validation, Model Fit, and Prediction
Mathematical Foundations
R Tutorial: Model Validation, Model Fit, and Prediction
DataCamp Beginner 6y ago
R Tutorial: Multiple Linear Regression
Mathematical Foundations
R Tutorial: Multiple Linear Regression
DataCamp Beginner 6y ago
Python Tutorial: Decision-Tree for Classification
Mathematical Foundations ⚡ AI Lesson
Python Tutorial: Decision-Tree for Classification
DataCamp Beginner 6y ago
R Tutorial: Data & the likelihood
Mathematical Foundations
R Tutorial: Data & the likelihood
DataCamp Beginner 6y ago
R Tutorial: The prior model
Mathematical Foundations
R Tutorial: The prior model
DataCamp Beginner 6y ago
Tutorial 33- P Value,T test, Correlation Implementation with Python- Hypothesis Testing
Mathematical Foundations
Tutorial 33- P Value,T test, Correlation Implementation with Python- Hypothesis Testing
Krish Naik Beginner 6y ago
Judea Pearl: Correlation and Causation | AI Podcast Clips
Mathematical Foundations
Judea Pearl: Correlation and Causation | AI Podcast Clips
Lex Fridman Beginner 6y ago
Judea Pearl: Advice for Students | AI Podcast Clips
Mathematical Foundations
Judea Pearl: Advice for Students | AI Podcast Clips
Lex Fridman Beginner 6y ago
Judea Pearl: Free Will is an Illusion | AI Podcast Clips
Mathematical Foundations
Judea Pearl: Free Will is an Illusion | AI Podcast Clips
Lex Fridman Beginner 6y ago
Judea Pearl: Concerns for AGI | AI Podcast Clips
Mathematical Foundations
Judea Pearl: Concerns for AGI | AI Podcast Clips
Lex Fridman Beginner 6y ago
Gilbert Strang: Singular Value Decomposition
Mathematical Foundations
Gilbert Strang: Singular Value Decomposition
Lex Fridman Beginner 6y ago
By The Numbers: Where Should The NBA Put a 4 Point Line?
Mathematical Foundations
By The Numbers: Where Should The NBA Put a 4 Point Line?
Ken Jee Beginner 6y ago
📚 Continue on Coursera External links · Free to audit
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Çok değişkenli Fonksiyon II: Uygulamalar / Multivariable Calculus II: Applications
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Self-paced
Çok değişkenli Fonksiyon II: Uygulamalar / Multivariable Calculus II: Applications
Opens on Coursera ↗
Building Statistical Models in R: Linear Regression
📚 External: Coursera ↗
Self-paced
Building Statistical Models in R: Linear Regression
Opens on Coursera ↗
Six Sigma Advanced Define and Measure Phases
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Self-paced
Six Sigma Advanced Define and Measure Phases
Opens on Coursera ↗
Doing Economics: Measuring Climate Change
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Self-paced
Doing Economics: Measuring Climate Change
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Organizational Effectiveness and Work Systems
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Self-paced
Organizational Effectiveness and Work Systems
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Statistical Methods and Data Analysis
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Self-paced
Statistical Methods and Data Analysis
Opens on Coursera ↗