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Artificial Intelligence for Robotics

Stanford University via Udacity

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Overview

Learn how to program all the major systems of a robotic car from the leader of Google and Stanford's autonomous driving teams. This class will teach you basic methods in Artificial Intelligence, including: probabilistic inference, planning and search, localization, tracking and control, all with a focus on robotics. Extensive programming examples and assignments will apply these methods in the context of building self-driving cars.

This course is offered as part of the Georgia Tech Masters in Computer Science. The updated course includes a final project, where you must chase a runaway robot that is trying to escape!



Why Take This Course?

This course will teach you probabilistic inference, planning and search, localization, tracking and control, all with a focus on robotics.

At the end of the course, you will leverage what you learned by solving the problem of a runaway robot that you must chase and hunt down!

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

Taught by

Sebastian Thrun

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Reviews for Udacity's Artificial Intelligence for Robotics
4.8 Based on 23 reviews

  • 5 stars 78%
  • 4 stars 22%
  • 3 star 0%
  • 2 star 0%
  • 1 star 0%

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  • 1
Anonymous
5.0 a year ago
Anonymous completed this course.
Wonderfully taught! Very elegant building of concepts from minimal discourse. "Show me, don't tell me" leads to deep understanding naturally. Very gifted teacher.
Was this review helpful to you? Yes
Anonymous
5.0 6 years ago
Anonymous completed this course.
I only did the first chapter as I was looking for localization algorithms and I thought it was really useful.
1 person found
this review helpful
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Jordan L
5.0 3 months ago
by Jordan partially completed this course, spending 3 hours a week on it and found the course difficulty to be medium.
Easily one of the very best MOOCs I have ever taken. Sebastian Thrun brings an incredible eagerness to the topic and his examples are very well prepared. He dives right into the key topics of AI for robotics with great toy examples, allowing a newbie to quickly wrap their minds around the system. Then he scales up the problem a bit to add complexity, building up the complexity at a fair pace. At the end of each task you feel like you have accomplished something great.

Also, he pre-writes all the auxiliary code so you can focus on the core important code, not unnecessary plumbing.
Was this review helpful to you? Yes
Anonymous
5.0 6 years ago
Anonymous completed this course.
Pretty good course. I did not finish it because it overlapped a lot with the first version that Sebastian Thrun did together with Peter Norvig. From the first several units I got an impression that the course is an aggregation of loosely connected topics (as if the authors tried to cover a lot more than they had time for), but nevertheless each topic is well explained.
Was this review helpful to you? Yes
Anonymous
5.0 7 months ago
Anonymous completed this course.
useful course for control and automation engineering and researcher

focusing in soft computing and controller design problem and introduce new techniques in control system design
Was this review helpful to you? Yes
Federico R
5.0 10 months ago
by Federico is taking this course right now, spending 2 hours a week on it and found the course difficulty to be medium.
This course provides a comprehensive overview of the AI techniques used for localization and navigation of mobile robots. Exactly what I was looking for.
Was this review helpful to you? Yes
Mal M
5.0 3 years ago
by Mal partially completed this course, spending 4 hours a week on it and found the course difficulty to be hard.
3 people found
this review helpful
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Anonymous
5.0 6 years ago
Anonymous completed this course.
excellent, clear and easy to understand for people with some programming and math skills
Was this review helpful to you? Yes
Maxime L
5.0 3 years ago
by Maxime completed this course.
1 person found
this review helpful
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Julio M
4.0 2 years ago
by Julio partially completed this course.
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Rey C
5.0 3 years ago
by Rey completed this course and found the course difficulty to be easy.
0 person found
this review helpful
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Franta P
4.0 3 years ago
by Franta completed this course.
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Alvaro C
5.0 3 years ago
by Alvaro partially completed this course.
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Vikram P
4.0 3 years ago
Vikram is taking this course right now.
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Liviu L
5.0 3 years ago
by Liviu completed this course.
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Wojciech C
4.0 3 years ago
Wojciech completed this course.
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Ciprian C
5.0 3 years ago
Ciprian completed this course.
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Mauro L
4.0 3 years ago
by Mauro completed this course.
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Johan K
5.0 3 years ago
by Johan completed this course.
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Ryan R
5.0 2 years ago
by Ryan completed this course.
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