Artificial Intelligence for Robotics

Course
en
English
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Source
  • From www.udacity.com
Conditions
  • Self-paced
  • Free Access
More info
  • 8 Sequences
  • Introductive Level

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Course details

Syllabus

Lesson 1: Localization

- Localization- Total Probability- Uniform Distribution- Probability After Sense- Normalize Distribution- Phit and Pmiss- Sum of Probabilities- Sense Function- Exact Motion- Move Function- Bayes Rule- Theorem of Total Probability

Lesson 2: Kalman Filters

- Gaussian Intro- Variance Comparison- Maximize Gaussian- Measurement and Motion- Parameter Update- New Mean Variance- Gaussian Motion- Kalman Filter Code- Kalman Prediction- Kalman Filter Design- Kalman Matrices

Lesson 3: Particle Filters

- Slate Space- Belief Modality- Particle Filters- Using Robot Class- Robot World- Robot Particles

Lesson 4: Search

- Motion Planning- Compute Cost- Optimal Path- First Search Program- Expansion Grid- Dynamic Programming- Computing Value- Optimal Policy

Lesson 5: PID Control

- Robot Motion- Smoothing Algorithm- Path Smoothing- Zero Data Weight- Pid Control- Proportional Control- Implement P Controller- Oscillations- Pd Controller- Systematic Bias- Pid Implementation- Parameter Optimization

Lesson 6: SLAM (Simultaneous Localization and Mapping)

- Localization- Planning- Segmented Ste- Fun with Parameters- SLAM- Graph SLAM- Implementing Constraints- Adding Landmarks- Matrix Modification- Untouched Fields- Landmark Position- Confident Measurements- Implementing SLAM###Runaway Robot Final Project

Prerequisite

None.

Instructors

  • Sebastian Thrun - Sebastian Thrun is a Research Professor of Computer Science at Stanford University, a Google Fellow, a member of the National Academy of Engineering and the German Academy of Sciences. Thrun is best known for his research in robotics and machine learning, specifically his work with self-driving cars.

Editor

The Georgia Institute of Technology, also known as Georgia Tech or GT, is a co-educational public research university located in Atlanta, Georgia, USA. It is part of the wider University System of Georgia network. Georgia Tech has offices in Savannah (Georgia, USA), Metz (France), Athlone (Ireland), Shanghai (China), and Singapore.

Georgia Tech's reputation is built on its engineering and computer science programmes, which are among the best in the world5,6. The range of courses on offer is complemented by programmes in the sciences, architecture, humanities and management.

Platform

Udacity is a for-profit educational organization founded by Sebastian Thrun, David Stavens, and Mike Sokolsky offering massive open online courses (MOOCs). According to Thrun, the origin of the name Udacity comes from the company's desire to be "audacious for you, the student". While it originally focused on offering university-style courses, it now focuses more on vocational courses for professionals.

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