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Building your ๏ฌrst
autonomous car
@heri

Tip: check studiozenkai.com for article
Background
โ€ข Machine Learning experience limited to one course in
Msc

โ€ข Experience mostly in web applications

โ€ข No experience in electronics

โ€ข Not looking to write a Deep Learning paper - just a
current interest in autonomous robotics and practical AI.
Example: how feasible is it to make an autonomous
vehicle or drone? Can I build a ๏ฌ‚eet of robocars that work
together on a task?
Typical Autonomous Car Architecture
Itโ€™s complex and expensive!
And probably has more lines of code than a
SpaceX rocket, with a computer hot enough to
toast your apartment in January!
1 $25 camera, 1 Raspberry Pi (A, B, B+), and a small
RC car, plus various <$15 electronic parts
2 hours hardware assembly

6 hours software setupโ€จ
A few days to drive, train, tweak, and test
Original Wiring for RC car
With a Raspberry Pi
Machine Learning
โ€ข Same process as computational
photography on your smartphone

โ€ข Step 1 : capture image

โ€ข Step 2 : annotate image with motor & servo
output

โ€ข Step 3 & 4 on external PC: train model

โ€ข Step 5 back on Raspberry Pi : capture
image

โ€ข Step 6 on Pi : predict motor & servo output

โ€ข End-to-end approach. A supervised ML
model is trained to directly predict the motor
outputs from the original picture, without
passing through an intermediate
representation of vehicle speed or position

โ€ข Implementation of โ€œDeep Learning for Self-
Driving Carsโ€ by Nvidia team, Aug 2016
Demo
Next
โ€ข Add more sensors and more
actuators

โ€ข Use OpenCV/OpenMV

โ€ข Others on Github: RyanZotti,
Udacity, Apollo (biggest open
source project, a standard in
China) etc.

โ€ข Comma.AI

โ€ข Autonomous drones?
#Montreal
โ€ข Questions?

โ€ข The more, the merrier. Canโ€™t have a race with just a
couple of people

โ€ข Community space? Track? Costs?

โ€ข Next Meetup : Meet & Work on your prototype. Foulab
has electronics and gear.

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Building your first autonomous RC Car

  • 1. Building your ๏ฌrst autonomous car @heri Tip: check studiozenkai.com for article
  • 2. Background โ€ข Machine Learning experience limited to one course in Msc โ€ข Experience mostly in web applications โ€ข No experience in electronics โ€ข Not looking to write a Deep Learning paper - just a current interest in autonomous robotics and practical AI. Example: how feasible is it to make an autonomous vehicle or drone? Can I build a ๏ฌ‚eet of robocars that work together on a task?
  • 3. Typical Autonomous Car Architecture Itโ€™s complex and expensive!
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  • 5. And probably has more lines of code than a SpaceX rocket, with a computer hot enough to toast your apartment in January!
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  • 7. 1 $25 camera, 1 Raspberry Pi (A, B, B+), and a small RC car, plus various <$15 electronic parts 2 hours hardware assembly 6 hours software setupโ€จ A few days to drive, train, tweak, and test
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  • 11. Machine Learning โ€ข Same process as computational photography on your smartphone โ€ข Step 1 : capture image โ€ข Step 2 : annotate image with motor & servo output โ€ข Step 3 & 4 on external PC: train model โ€ข Step 5 back on Raspberry Pi : capture image โ€ข Step 6 on Pi : predict motor & servo output โ€ข End-to-end approach. A supervised ML model is trained to directly predict the motor outputs from the original picture, without passing through an intermediate representation of vehicle speed or position โ€ข Implementation of โ€œDeep Learning for Self- Driving Carsโ€ by Nvidia team, Aug 2016
  • 12. Demo
  • 13. Next โ€ข Add more sensors and more actuators โ€ข Use OpenCV/OpenMV โ€ข Others on Github: RyanZotti, Udacity, Apollo (biggest open source project, a standard in China) etc. โ€ข Comma.AI โ€ข Autonomous drones?
  • 14. #Montreal โ€ข Questions? โ€ข The more, the merrier. Canโ€™t have a race with just a couple of people โ€ข Community space? Track? Costs? โ€ข Next Meetup : Meet & Work on your prototype. Foulab has electronics and gear.