Artificial Intelligence in Automotive Treningskurs

Kurskode

aiauto

Varighet

14 timer (vanligvis 2 dag inkludert pauser)

Krav

The participants must have programming experience (any language) and engineering background, but are not required to write any code during the course.

Oversikt

Dette kurset dekker AI (med vekt på Machine Learning og Deep Learning ) i Automotive . Det hjelper til med å bestemme hvilken teknologi som (potensielt) kan brukes i flere situasjoner i en bil: fra enkel automatisering, bildegjenkjenning til autonome beslutninger.

Machine Translated

Kursplan

Current state of the technology

  • What is used
  • What may be potentially used

Rules based AI 

  • Simplifying decision

Machine Learning 

  • Classification
  • Clustering
  • Neural Networks
  • Types of Neural Networks
  • Presentation of working examples and discussion

Deep Learning

  • Basic vocabulary 
  • When to use Deep Learning, when not to
  • Estimating computational resources and cost
  • Very short theoretical background to Deep Neural Networks

Deep Learning in practice (mainly using TensorFlow)

  • Preparing Data
  • Choosing loss function
  • Choosing appropriate type on neural network
  • Accuracy vs speed and resources
  • Training neural network
  • Measuring efficiency and error

Sample usage

  • Anomaly detection
  • Image recognition
  • ADAS

 

 

 

 

Testimonials

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★★★★★

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