Planned lecture
Calculus and gradients
How change becomes a direction an algorithm can follow- Derivatives
- Gradients
- Optimisation
By Rohan Manzoor
Lecture theatre
Ideas that move while you teach them.
Each lecture is a presenter-ready web experience: equations render properly, transformations animate, and teaching cues stay one keypress away.
Now available
Week 01 · Linear algebra
Course library
Nine weeks.
One connected argument.
01
Week 1
1 availableThe mathematical language of intelligence
Lecture
Linear algebra
The geometry of information, transformations, and hidden structure- Vectors
- Matrices
- Eigenvectors
- SVD
Planned lecture
Probability and Bayes
How evidence changes what a model should believe- Uncertainty
- Bayes
- Likelihood
02
Week 2
In developmentFrom instructions to computation
03
Week 3
In developmentLearning to see data
04
Week 4
In developmentReasoning under uncertainty
05
Week 5
In developmentMachines that learn from error
06
Week 6
In developmentFrom notebook to living system
07
Week 7
In developmentThe geometry of decisions
08
Week 8
In developmentNetworks that remember
09
Week 9
In development