How Tesla Is Using Artificial Intelligence to Create The Autonomous Cars Of The Future
Bernard Marr
?? Internationally Best-selling #Author?? #KeynoteSpeaker?? #Futurist?? #Business, #Tech & #Strategy Advisor
When you think about Tesla, you might assume they’re a traditional car manufacturing company. There’s no question that Tesla is a leader in electronic vehicles.?
But their key to success is that they’re actually a technology company. Their company is built on artificial intelligence technology, and it’s one of the reasons for their success.
These days, one of the key goals for Tesla is making their cars fully autonomous – and they’re leveraging big data and AI to make that happen.
How AI Can “Teach” Cars to Drive on Their Own
In order to drive on their own, autonomous cars constantly interpret images from their sensors and machine vision cameras, then use that information to make decisions about what to do next.
They use AI to understand and anticipate the next movements of cars, pedestrians, and cyclists. This data helps them plan their moves in a split second, and decide what to do from moment to moment. Should the car stay in the current lane, or change lanes? Should it pass the car in front of them, or stay where it is? When should the car brake or accelerate?
In order to make cars fully autonomous, Tesla has to collect the right data to train the algorithms and feed their AIs. More training data will inevitably lead to better performance – and this is where Tesla excels.
Tesla’s competitive advantage is that they crowdsource all their data from the hundreds of thousands of Tesla vehicles that are currently on the roads. Internal and external sensors monitor what Teslas are doing in all kinds of situations, and even collect data on driver behavior, how they react in different situations as well as data like how often a driver touches the steering wheel or the dashboard.
Tesla’s approach is called “imitation learning.” Their algorithms learn from the decisions, reactions, and movements of millions of actual drivers around the world. All those miles translate into super smart autonomous cars.
Their tracking system is incredibly sophisticated. For example, when a Tesla vehicle makes an incorrect prediction about the behavior of a car or cyclist, Tesla saves a data snapshot of that moment, adds it to the data set, then reproduces an abstract representation of the scene with color-coded shapes that the neural network can learn from.
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Other companies that are working on autonomous vehicles use synthetic data (for example, video game driving behavior from games like Grand Theft Auto) – and that data is far inferior to the real-world data Tesla is using to train their AIs.
AI at the Heart of Tesla
Data from their existing customer base has helped Tesla since its inception, and their work on autonomous cars is part of their continuing mission to put AI at the center of all their efforts.
As Tesla expands into their latest projects (including their plans to revolutionize the electric grid with their home solar power panels), AI and big data will remain steadfast partners to Elon Musk and his team at Tesla.
For more on the topic of artificial intelligence, have a look at my book ‘The Intelligence Revolution: Transforming Your Business With AI’.
Thank you for reading my post.?Here?at LinkedIn?and at?Forbes?I regularly write about management and technology trends. To read my future?posts simply?join my network here?or click 'Follow'. Also feel free to connect with me via?Twitter,??Facebook,?Instagram,?Slideshare?or?YouTube.
About Bernard Marr
Bernard Marr?is a world-renowned futurist, influencer and thought leader in the field of business and technology. He is the author of 18 best-selling books, writes a regular column for Forbes and advises and coaches many of the world’s best-known organisations. He has over 2 million social media followers and was ranked by LinkedIn as one of the top 5 business influencers in the world and the No 1 influencer in the UK.
Partner & CMO - Chief Digital and E-commerce Officer | CRM Expert
3 年But does Tesla "own" that data?? Jay Ennesser
Generative AI Professional | Certified in ML & AI | Engineering Innovative Generative AI Solutions | Lifelong Learner of Emerging Technologies | & Published Author of Two Books
3 年I wonder why in autonomous cars, there is need of big steering wheel.
Sales Design Engineer at PGG Wrightson Water
3 年To gather data is easy, but to make it meaningfull and apply it to the real world is the chalenge.
Senior Test Engineer at Sanmina
3 年Thank you.. Very impressive. Hope all manufacturers adopt the same concept in their automotive business for road safety concerns. Also automobiles should be able to communicate to each other irrespective of different manufacturers in real time for smoother rides and safe journeys. Question is security ..??