✕ Clear filters
12 lessons

🔢 Mathematical Foundations

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

All ▶ YouTube 278,925📚 External: Coursera 18,616🏛 Archive.org 625 | 📰 Articles →

Looking for written articles and micro-lessons? Switch to Reads.

Dear Data Analysts
Mathematical Foundations
Dear Data Analysts
Coursera Intermediate 1mo ago
Find the Best Resume Format for Your Career
Mathematical Foundations
Find the Best Resume Format for Your Career
Coursera Beginner 3mo ago
Statistics Starter Pack
Mathematical Foundations
Statistics Starter Pack
Coursera Beginner 3mo ago
SVM Machine Learning | MNIST Dataset Classification Tutorial
Mathematical Foundations
SVM Machine Learning | MNIST Dataset Classification Tutorial
Coursera Beginner 9mo ago
How to Evaluate Classification Models | Confusion Matrix & AUC Analysis
Mathematical Foundations
How to Evaluate Classification Models | Confusion Matrix & AUC Analysis
Coursera Beginner 9mo ago
Linear Regression Model Evaluation | RMSE, R-Squared & Residual Analysis
Mathematical Foundations
Linear Regression Model Evaluation | RMSE, R-Squared & Residual Analysis
Coursera Advanced 9mo ago
California Housing Dataset | Complete Linear Regression Walkthrough
Mathematical Foundations
California Housing Dataset | Complete Linear Regression Walkthrough
Coursera Beginner 9mo ago
Machine Learning Classification | Python Diabetes Prediction Model
Mathematical Foundations
Machine Learning Classification | Python Diabetes Prediction Model
Coursera Beginner 9mo ago
Navigating the Data Science Job Market with the University of Leeds
Mathematical Foundations
Navigating the Data Science Job Market with the University of Leeds
Coursera Advanced 1y ago
Covariance - Financial Markets by Yale University #8
Mathematical Foundations
Covariance - Financial Markets by Yale University #8
Coursera Beginner 7y ago
Initiation a la theorie des distributions with Francois Golse and Yvan Martel
Mathematical Foundations
Initiation a la theorie des distributions with Francois Golse and Yvan Martel
Coursera Beginner 12y ago
Statistics: Making Sense of Data with Alison Gibbs and Jeffrey Rosenthal
Mathematical Foundations
Statistics: Making Sense of Data with Alison Gibbs and Jeffrey Rosenthal
Coursera Beginner 13y ago
📚 Continue on Coursera External links · Free to audit
1 / 3 View all →
A Crash Course in Causality: Inferring Causal Effects from Observational Data
📚 External: Coursera ↗
Self-paced
A Crash Course in Causality: Inferring Causal Effects from Observational Data
Opens on Coursera ↗
Advanced Probability and Statistical Methods
📚 External: Coursera ↗
Self-paced
Advanced Probability and Statistical Methods
Opens on Coursera ↗
The Pearson Complete Course for CISM Certification: Unit 4
📚 External: Coursera ↗
Self-paced
The Pearson Complete Course for CISM Certification: Unit 4
Opens on Coursera ↗
Random Processes
📚 External: Coursera ↗
Self-paced
Random Processes
Opens on Coursera ↗
How to find audience interests with Meta Business Suite
📚 External: Coursera ↗
Self-paced
How to find audience interests with Meta Business Suite
Opens on Coursera ↗
Regression and Classification
📚 External: Coursera ↗
Self-paced
Regression and Classification
Opens on Coursera ↗