100% satisfaction guarantee Immediately available after payment Both online and in PDF No strings attached
logo-home
Samenvatting - Skills for AI (XM_0077) $8.69   Add to cart

Summary

Samenvatting - Skills for AI (XM_0077)

 14 views  1 purchase
  • Course
  • Institution

Summary based on the course's lectures (slides).

Preview 4 out of 63  pages

  • September 9, 2023
  • 63
  • 2022/2023
  • Summary
avatar-seller
Skills for AI
Period 1 | 2022-2023

,Inhoud
_________________________________________________________________________



Course setup 3

Planning 4

Belangrijke symbolen 5

Logic 6
W1: Introduction & basics 6
W2: Semantic entailment 12
W3: CNF & DNF 15
W3: Advanced propositional logic 20
W4: Logic Set Theory 23
W5: First-order logic 26
W5: First-order logic applications 31
W6: First-order logic tautologies and proof 33

Linear Algebra 37
W1: Basics 37
W2: Multiplication 40
W3: Inverse 45
W4: Vectors 51
W5: Graphs 56
W6: Gradients 58
W7: Probability 62

,Course setup
_________________________________________________________________________

● Dr. Sieuwert van Otterloo (contact via sieuwert@ictinstitute.nl)
● Grade computation
○ 25% Quizzes (replacement assignment)
○ 35% Assignments
■ Logic exercise 1
■ Python exercise ‘truth table’
■ W4-LinAlg-Neural Network
■ Python exercise ‘first order logic’
■ Python assignment ‘estimate gradient’
○ 40% On campus exam
● Course material
○ Logic
■ Canvas
○ Linear Algebra
■ Canvas
■ Optionally: Linear Algebra and its Applications, by David C. Lay, Steven R.
Lay and Judi J. McDonald, global edition (fifth edition), Pearson
https://home.cs.colorado.edu/~alko5368/lecturesCSCI2820/mathbook.pdf
● Chapter 1: complete chapter
● Chapter 2: 2.1, 2.2 (2.3 highly recommended)
● Chapter 3: 3.1 (recommended), 3.2
● Chapter 4: 4.2 (concept null space)
● Chapter 5: 5.1, 5.2
○ Students may wish to consult: How to Think Like a Computer Scientist, Learning with
Python, 2nd Edition, by Jeffrey Elkner, Allen B. Downey, and Chris Meyers see the
URL: https://openbookproject.net/thinkcs/python/english3e/
● Deadlines
○ 1 nov: Python assignments
○ 26 okt: Final exam

, Belangrijke symbolen
________________________________________________________________________

¬ negation
∧ conjunction (and)
∨ disjunction (inclusive or; one of the two or both)
⊕ ‘either ... or...′ (exclusive or; one of the two and not both)
⇒ implication
⇔ bi-implication
φ formula (small letter phi)
ψ formula (small letter psi)
v valuation (0 or 1)
≡ semantically equivalent (identical columns in their truth tables)
⊨ semantic entailment
ℕ natural numbers, defined as the set {1, 2, 3, 4, ...)}
ℤ integers, defined as the set {..., -3, -2, -1, 0, 1, 2, 3, …}
ℚ rational numbers, defined as numbers of the form p/q where p, q ∈ ℤ and q≠0
ℝ real numbers (with √2,π,e,etc.)
ℂ complex numbers, numbers of the form a + ib where a, b ∈ R and i = √−1
{x1, …, xn} set
(x1, …, xn) n-tupel
𝚽 condition (capital letter phi; {x : 𝚽(x)})
ϕ formula (small letter phi)
ψ formula (small letter psi)
v valuation (0 or 1)

The benefits of buying summaries with Stuvia:

Guaranteed quality through customer reviews

Guaranteed quality through customer reviews

Stuvia customers have reviewed more than 700,000 summaries. This how you know that you are buying the best documents.

Quick and easy check-out

Quick and easy check-out

You can quickly pay through credit card or Stuvia-credit for the summaries. There is no membership needed.

Focus on what matters

Focus on what matters

Your fellow students write the study notes themselves, which is why the documents are always reliable and up-to-date. This ensures you quickly get to the core!

Frequently asked questions

What do I get when I buy this document?

You get a PDF, available immediately after your purchase. The purchased document is accessible anytime, anywhere and indefinitely through your profile.

Satisfaction guarantee: how does it work?

Our satisfaction guarantee ensures that you always find a study document that suits you well. You fill out a form, and our customer service team takes care of the rest.

Who am I buying these notes from?

Stuvia is a marketplace, so you are not buying this document from us, but from seller vjblom. Stuvia facilitates payment to the seller.

Will I be stuck with a subscription?

No, you only buy these notes for $8.69. You're not tied to anything after your purchase.

Can Stuvia be trusted?

4.6 stars on Google & Trustpilot (+1000 reviews)

79373 documents were sold in the last 30 days

Founded in 2010, the go-to place to buy study notes for 14 years now

Start selling
$8.69  1x  sold
  • (0)
  Add to cart