Brainscape's Knowledge GenomeTM

Browse over 1 million classes created by top students, professors, publishers, and experts.


See full index

comp34312 - math in ml

This class was created by Brainscape user Isabel Draper. Visit their profile to learn more about the creator.

By: Isabel Draper
Start Studying

Decks in this class (11)

Topic 2: Empirical Risk Minimisation
What is f,
How is f related to,
What is
32  cards
Topic 3: Generalisation Bounds
What do generalisation bounds enable,
How do we estimate how bad the te...,
What is hoeffding s inequality in...
20  cards
Topic 4: The Bias-Variance Decomposition
What is the variance of a model,
What is the bias of a model,
What is a joint random variable
35  cards
Topic 5: Ensemble Methods
What does ensemble mean,
What is a committee,
What is the underlying principle ...
37  cards
Topic 6: Ensemble Theory
Bias variance diversity decomposi...,
What is diversity,
How does diversity help in ensembles
18  cards
Topic 7: Some Required Concepts In Mathematics
What is the notation if function ...,
W x,
What is lipschitzness
46  cards
Topic 8: Intro to Gradient Descent
What can we say about in gd,
Why is x0 0 in gd,
Where do we want xt to tend
4  cards
Topic 9: Understanding GD: Overparameterisation
When considering data points as f...,
What assumptions do we make about...,
What is an invertible matrix
14  cards
Topic 10: Rademacher Complexity: a measure of capacity
What is rademacher complexity,
What can be said about the space ...,
How can we define f in terms of t...
22  cards
Topic 11: Bounding Rademacher Complexity
What is massart s finite class lemma,
How can massarts lemma be applied...,
What is the jensens lemma v1
16  cards
Topic 1: Loss functions
What is a target,
What is the basic model of the fu...,
What is k nn regression
16  cards

More about
comp34312 - math in ml

  • Class purpose General learning

Learn faster with Brainscape on your web, iPhone, or Android device. Study Isabel Draper's COMP34312 - Math in ML flashcards now!

How studying works.

Brainscape's adaptive web mobile flashcards system will drill you on your weaknesses, using a pattern guaranteed to help you learn more in less time.

Learn more about spaced repetition

Add your own flashcards.

Either request "Edit" access from the author, or make a copy of the class to edit as your own. And you can always create a totally new class of your own too!

What's Brainscape anyway?

Brainscape is a digital flashcards platform where you can find, create, share, and study any subject on the planet.

We use an adaptive study algorithm that is proven to help you learn faster and remember longer....

Looking for something else?

SHHS - GCSE Maths
  • 14 decks
  • 471 flashcards
  • 1663 learners
Decks: Decimal Equivalents, Circle Theorems, Prime Numbers, And more!
Prep Maths
  • 13 decks
  • 333 flashcards
  • 128 learners
Decks: T1 Counting Small Numbers, T2 Numbers 0 To 10, T3 Sorting And Surveys, And more!
Maths Formulas
  • 19 decks
  • 1342 flashcards
  • 100 learners
Decks: Charlotte, Trig Values, Holly, And more!
Math
  • 19 decks
  • 361 flashcards
  • 153 learners
Decks: Times 2 S, Times 3 S, Times 4 S, And more!
Find Flashcards
Make Flashcards
Brainscape helps you reach your goals faster, through stronger study habits.
© 2024 Bold Learning Solutions. Terms and Conditions