Amazon Cloud Technology China Summit: Amazon DeepRacer-Dream Acceleration

Zero: Preface

Do you dream of driving on a racing track, enjoying the feeling of galloping, and feeling the unparalleled driving pleasure?
Amazon DeepRacer can fulfill your dreams. Brother Xuzhu will show you about Amazon DeepRacer.

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It provides users with a virtual simulation environment and a real racing model, enabling you to control the driving of the racing car by writing code and training the model, so as to learn and apply cutting-edge artificial intelligence technologies such as deep learning and reinforcement learning.

Amazon DeepRacer main components

  • Simulator: Build models in Amazon SageMaker, then easily and quickly train, test, and iterate on the track with the Amazon DeepRacer 3D racing simulator.
  • Racing: Amazon DeepRacer is a 1/18 self-driving racing car designed to test RL models by racing them on real tracks. The car uses a camera to view the track and an augmented model to control the throttle and steering wheel, demonstrating how a model trained in a simulated environment can be transferred to the real world.
  • League: DeepRacer also provides users with a worldwide DeepRacer League, which gives you the opportunity to compete and communicate with other developers. You can submit your trained models to competitions and challenges for rewards and honors. This highly competitive and creative community will give you the opportunity to showcase your driving skills, exchange experiences, and grow and learn with talented people from around the world.

Features and Benefits of Amazon DeepRacer

Amazon DeepRacer is a 1/18th scale fully autonomous racing car powered by a reinforcement learning, 3D racing simulator. RL is an advanced machine learning technique that can learn very complex behaviors without labeled training data and can make short-term decisions while optimizing long-term goals. Amazon DeepRacer solves the self-driving technology platform through models. Developers can train, evaluate and adjust RL models in simulators , compete in cloud-based 3D racing simulators, and deploy models to Amazon DeepRacer to obtain Real-world autonomous driving experience, feel .
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In order to ensure that the racing car can play more fully on the field and take the lead on the road of machine learning, Amazon Cloud Technology specially equipped it with an Intel Atom® processor, a 4-megapixel, 1080p resolution camera, high-speed (802.11ac) WiFi, and Intel OpenVino computer vision tool kit and other high-end equipment fully equip the racing car from head to toe, and achieve breakthroughs one after another in the process of continuous trial and error .

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2. In-depth experience of Amazon DeepRacer

login access

Open the Amazon DeepRacer home page

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Login with account password

create a new model

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choose track
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configuration parameters

Set car parameters, choose training algorithm
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Define continuous action space:
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choose vehicle shell and sensor configuration:
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Program and train the model

Tools such as Python or Amazon machine learning services can be used for model programming and training.
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Set stop training condition
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Test and evaluate models

After debugging and optimizing a model, it is time to evaluate and test it.
Waiting for the training results:
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At this point we have completed an in-depth experience of Amazon DeepRacer, isn't it interesting.

3. 2023 Amazon Cloud Technology China Summit

From June 27th to 28th, the finals of the Amazon DeepRacer China Summit will be held, and the Amazon DeepRacer Autopilot Famous School Invitational Competition will be launched simultaneously. Amazon DeepRacer training camps, on-site challenges and Girls in Tech Show will also be planned on site. At the same time, the global league is officially opened, and interested friends can sign up for the competition!
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  • China Summit Finals : On June 27, companies from different industries will hold the China Summit Finals.
  • Amazon DeepRacer Autopilot Famous School Invitational Tournament : On June 28, in collaboration with colleges and universities, a top artificial intelligence technology competition is specially designed for Chinese college students to find future "new forces".
  • Amazon DeepRacer Training Camp : Build your first reinforcement learning model on the spot and quickly master machine learning knowledge.
  • Girls in Tech Show : Witness the excellence of female racers.
  • Global League : This year's Global League has officially started. The top drivers from all over the world have been selected and promoted through layers of selection, and finally competed for the top in the Amazon cloud technology re:Invent conference. In addition to generous prizes, the monthly , and the travel expenses for the direct travel will be fully sponsored by Amazon Cloud Technology ! The best score at the China Summit will be directly promoted!

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Registration address:

Click the link below to register for free, and participate in the event on site to receive various official gifts!

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Origin blog.csdn.net/shi_hong_fei_hei/article/details/131359127