KI in der Fahrzeugtechnik at TU München

Flashcards and summaries for KI in der Fahrzeugtechnik at the TU München

Arrow Arrow

It’s completely free

studysmarter schule studium
d

4.5 /5

studysmarter schule studium
d

4.8 /5

studysmarter schule studium
d

4.5 /5

studysmarter schule studium
d

4.8 /5

Study with flashcards and summaries for the course KI in der Fahrzeugtechnik at the TU München

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

Define Image Processing! What is the goal? Which operations are used?

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

Define Weak AI!

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

What does the Canny Edge Detector?

This was only a preview of our StudySmarter flashcards.
Flascard Icon Flascard Icon

Millions of flashcards created by students

Flascard Icon Flascard Icon

Create your own flashcards as quick as possible

Flascard Icon Flascard Icon

Learning-Assistant with spaced repetition algorithm

Sign up for free!

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

Which are the 4 sub-problems of autonomous driving?

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

Name methods of classification!

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

What does rule-based mean?

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

How can you use a SVM for multi class classifications? What is the computational effort?

This was only a preview of our StudySmarter flashcards.
Flascard Icon Flascard Icon

Millions of flashcards created by students

Flascard Icon Flascard Icon

Create your own flashcards as quick as possible

Flascard Icon Flascard Icon

Learning-Assistant with spaced repetition algorithm

Sign up for free!

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

What is the motivation for sequential analytic solution?

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

What is the basic principle of nearest neighbor classification?

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

What are quality measures for classifiers?

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

How does logistic regression work?

This was only a preview of our StudySmarter flashcards.
Flascard Icon Flascard Icon

Millions of flashcards created by students

Flascard Icon Flascard Icon

Create your own flashcards as quick as possible

Flascard Icon Flascard Icon

Learning-Assistant with spaced repetition algorithm

Sign up for free!

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

Write the pipeline to detect lines!

Your peers in the course KI in der Fahrzeugtechnik at the TU München create and share summaries, flashcards, study plans and other learning materials with the intelligent StudySmarter learning app.

Get started now!

Flashcard Flashcard

Exemplary flashcards for KI in der Fahrzeugtechnik at the TU München on StudySmarter:

KI in der Fahrzeugtechnik

Define Image Processing! What is the goal? Which operations are used?

  • Def - method of perfoming operations on images
  • goal - to get an enhanced image or to extract useful information from it
  • operations - computer vision algorithms and mathematical operations

KI in der Fahrzeugtechnik

Define Weak AI!

  • artificial intelligence that implements a limited part of mind
  • only some of the subproblems are implemented

KI in der Fahrzeugtechnik

What does the Canny Edge Detector?

  • algorithm that includes all necessary functions to detect edges
  • first derivative of Gaussiona approximates the operator, that optimizes the product of signal-to-noise ration and localization
  • theoretical model: step-edges corrupted by additive Gaussian noise

KI in der Fahrzeugtechnik

Which are the 4 sub-problems of autonomous driving?

  • Sensor processing
  • Perception
  • Path and Behavioural planning
  • Control

KI in der Fahrzeugtechnik

Name methods of classification!

  • Rule-bases, logic, data-based
  • machine learning
  • deep learning

KI in der Fahrzeugtechnik

What does rule-based mean?

  • easies way of machine leraning
  • following a set of rules/questions

KI in der Fahrzeugtechnik

How can you use a SVM for multi class classifications? What is the computational effort?

  • 1 vs. rest
    • evaluate one class against all others, treated as one class
    • output vector gives which class won
    • computational effort 0(IKI)
  • 1 vs. 1
    • compare one class to each other class one by one
    • in each comparison all other classes neglected
    • element classified in class decided upon the most
    • computational effort 0(IKI^2)
  • K - # of classes

KI in der Fahrzeugtechnik

What is the motivation for sequential analytic solution?

  • sample size is not fixed at beginning > sampling can be stopped when signicifcant results are observed
  • data are evaluated as they are collected > apply regression during operation of the product
  • not enough memory to store all data points

KI in der Fahrzeugtechnik

What is the basic principle of nearest neighbor classification?

Classify a new object based on it's nearest neighbor

KI in der Fahrzeugtechnik

What are quality measures for classifiers?

  • scalablility
  • compactness
  • accuracy
  • interpretability
  • efficiency
  • robustness

KI in der Fahrzeugtechnik

How does logistic regression work?

  • compute regression to data with sigmoid function (like linear regression)
  • combine with a rule for classification
    • new data point x gives value y via sigmoid function
    • rule for y gives classification (eg for y>0,5 tumor is malignant)

KI in der Fahrzeugtechnik

Write the pipeline to detect lines!

Perception!

  • Extract image shape
  • tranform to greyscale
  • blur image
  • detect canny edges
  • mark special regions
  • detect hough lines

Sign up for free to see all flashcards and summaries for KI in der Fahrzeugtechnik at the TU München

Singup Image Singup Image
Wave

Other courses from your degree program

For your degree program KI in der Fahrzeugtechnik at the TU München there are already many courses on StudySmarter, waiting for you to join them. Get access to flashcards, summaries, and much more.

Back to TU München overview page

Methoden der Produktentwicklung

Projektmanagement für Ingenieure

Nachhaltige Energiesysteme

Einführung in die Fahrzeugtechnik at

Ostfalia Hochschule

Fahrzeugtechnik I für Lullis at

Karlsruher Institut für Technologie

Künstliche Intelligenz in der Fahrzeugtechnik at

TU München

Fahrzeugtechnik at

Hochschule Augsburg

Fahrzeugtechnik at

Karlsruher Institut für Technologie

Similar courses from other universities

Check out courses similar to KI in der Fahrzeugtechnik at other universities

Back to TU München overview page

What is StudySmarter?

What is StudySmarter?

StudySmarter is an intelligent learning tool for students. With StudySmarter you can easily and efficiently create flashcards, summaries, mind maps, study plans and more. Create your own flashcards e.g. for KI in der Fahrzeugtechnik at the TU München or access thousands of learning materials created by your fellow students. Whether at your own university or at other universities. Hundreds of thousands of students use StudySmarter to efficiently prepare for their exams. Available on the Web, Android & iOS. It’s completely free.

Awards

Best EdTech Startup in Europe

Awards
Awards

EUROPEAN YOUTH AWARD IN SMART LEARNING

Awards
Awards

BEST EDTECH STARTUP IN GERMANY

Awards
Awards

Best EdTech Startup in Europe

Awards
Awards

EUROPEAN YOUTH AWARD IN SMART LEARNING

Awards
Awards

BEST EDTECH STARTUP IN GERMANY

Awards