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🔢 Mathematical Foundations

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

All ▶ YouTube 206,447📚 External: Coursera 18,077🏛 Archive.org 607
Comprehensive Logistic Regression Tutorial: From BASICS to ADVANCED
Mathematical Foundations ⚡ AI Lesson
Comprehensive Logistic Regression Tutorial: From BASICS to ADVANCED
DataCamp Beginner 9mo ago
Statistical Thinking in Python (Part 1): Random number generators and hacker statistics
Mathematical Foundations
Statistical Thinking in Python (Part 1): Random number generators and hacker statistics
DataCamp Intermediate 5y ago
Spreadsheets Tutorial: How far from average?
Mathematical Foundations ⚡ AI Lesson
Spreadsheets Tutorial: How far from average?
DataCamp Beginner 6y ago
Python Tutorial : How to build a GLM?
Mathematical Foundations
Python Tutorial : How to build a GLM?
DataCamp Beginner 6y ago
R Tutorial: Gaussian mixture models (GMM)
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Gaussian mixture models (GMM)
DataCamp Beginner 6y ago
R Tutorial: Gaussian distribution
Mathematical Foundations
R Tutorial: Gaussian distribution
DataCamp Beginner 6y ago
R Tutorial: Writing Efficient R Code | Intro
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Writing Efficient R Code | Intro
DataCamp Beginner 6y ago
R Tutorial: Fundamentals of Bayesian Data Analysis in R | Samples and posterior summaries
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Fundamentals of Bayesian Data Analysis in R | Samples and posterior summaries
DataCamp Beginner 6y ago
R Tutorial: A first taste of Bayes
Mathematical Foundations ⚡ AI Lesson
R Tutorial: A first taste of Bayes
DataCamp Beginner 6y ago
R Tutorial: Let's try some Bayesian data analysis
Mathematical Foundations
R Tutorial: Let's try some Bayesian data analysis
DataCamp Beginner 6y ago
Python Tutorial: Descriptive Statistics
Mathematical Foundations
Python Tutorial: Descriptive Statistics
DataCamp Beginner 6y ago
R Tutorial: Filtering and plotting the data
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Filtering and plotting the data
DataCamp Beginner 6y ago
Python Tutorial : Hypothesis tests
Mathematical Foundations
Python Tutorial : Hypothesis tests
DataCamp Beginner 6y ago
Python Tutorial : Bootstrap confidence intervals
Mathematical Foundations
Python Tutorial : Bootstrap confidence intervals
DataCamp Beginner 6y ago
R Tutorial : Inference for Linear Regression in R
Mathematical Foundations
R Tutorial : Inference for Linear Regression in R
DataCamp Beginner 6y ago
R Tutorial: Bayesian Linear Regression
Mathematical Foundations
R Tutorial: Bayesian Linear Regression
DataCamp Beginner 6y ago
R Tutorial: Sentiment Analysis | Let's talk about our feelings
Mathematical Foundations
R Tutorial: Sentiment Analysis | Let's talk about our feelings
DataCamp Beginner 6y ago
PyTorch Tutorial : Backpropagation by auto-differentiation
Mathematical Foundations
PyTorch Tutorial : Backpropagation by auto-differentiation
DataCamp Beginner 6y ago
R Tutorial: Characterizing bivariate relationships
Mathematical Foundations
R Tutorial: Characterizing bivariate relationships
DataCamp Beginner 6y ago
R Tutorial: Visualizing bivariate relationships
Mathematical Foundations
R Tutorial: Visualizing bivariate relationships
DataCamp Beginner 6y ago
R Tutorial: Describing survey results
Mathematical Foundations
R Tutorial: Describing survey results
DataCamp Beginner 6y ago
R Tutorial: Distance metrics
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Distance metrics
DataCamp Beginner 6y ago
R Tutorial: Visualizing summaries
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Visualizing summaries
DataCamp Beginner 6y ago
R Tutorial: Model Specification
Mathematical Foundations
R Tutorial: Model Specification
DataCamp Beginner 6y ago
R Tutorial : Features of your measure: Correlations and reliability
Mathematical Foundations
R Tutorial : Features of your measure: Correlations and reliability
DataCamp Beginner 6y ago
Python Tutorial : Financial Returns
Mathematical Foundations
Python Tutorial : Financial Returns
DataCamp Beginner 6y ago
R Tutorial : The General Social Survey
Mathematical Foundations ⚡ AI Lesson
R Tutorial : The General Social Survey
DataCamp Beginner 6y ago
R Tutorial: Putting strings together
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Putting strings together
DataCamp Beginner 6y ago
R Tutorial: Load, create, and access single-cell datasets in R
Mathematical Foundations
R Tutorial: Load, create, and access single-cell datasets in R
DataCamp Beginner 6y ago
Python Tutorial: Encoder decoder architecture
Mathematical Foundations ⚡ AI Lesson
Python Tutorial: Encoder decoder architecture
DataCamp Beginner 6y ago
R Tutorial : Hypothesis Testing
Mathematical Foundations
R Tutorial : Hypothesis Testing
DataCamp Beginner 6y ago
R Tutorial: Reading multivariate data
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Reading multivariate data
DataCamp Beginner 6y ago
R Tutorial: Background on modeling for explanation
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Background on modeling for explanation
DataCamp Beginner 6y ago
R Tutorial : Matrix-Vector Operations
Mathematical Foundations
R Tutorial : Matrix-Vector Operations
DataCamp Beginner 6y ago
R Tutorial : Linear Algebra for Data Science in R
Mathematical Foundations
R Tutorial : Linear Algebra for Data Science in R
DataCamp Beginner 6y ago
R Tutorial : Basic statistical analysis
Mathematical Foundations
R Tutorial : Basic statistical analysis
DataCamp Beginner 6y ago
R Tutorial : Types of data and endpoints
Mathematical Foundations
R Tutorial : Types of data and endpoints
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: Detecting anomalies in data
Mathematical Foundations ⚡ AI Lesson
R Tutorial: Detecting anomalies in data
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
📚 Continue on Coursera External links · Free to audit
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Basic Data Descriptors, Statistical Distributions, and Application to Business Decisions
📚 External: Coursera ↗
Self-paced
Basic Data Descriptors, Statistical Distributions, and Application to Business Decisions
Opens on Coursera ↗
La Philanthropie : Comprendre et Agir
📚 External: Coursera ↗
Self-paced
La Philanthropie : Comprendre et Agir
Opens on Coursera ↗
Foundations of AI in Game Development
📚 External: Coursera ↗
Self-paced
Foundations of AI in Game Development
Opens on Coursera ↗
Optimize Java Memory for ML Performance
📚 External: Coursera ↗
Self-paced
Optimize Java Memory for ML Performance
Opens on Coursera ↗
Learn Intermediate C# Scripting for Unity Game Development
📚 External: Coursera ↗
Self-paced
Learn Intermediate C# Scripting for Unity Game Development
Opens on Coursera ↗
Scikit-Learn to Solve Regression Machine Learning Problems
📚 External: Coursera ↗
Self-paced
Scikit-Learn to Solve Regression Machine Learning Problems
Opens on Coursera ↗