The Ultimate Smart Driving Machine: Powering the Connected Car with Machine Learning Alvin Chin http://www.alvinychin.com
OUTLINE 1 What is a Connected Car? 2 What are the Problems? How can Big Data and Machine 3 Learning Help? 4 What is BMW doing? What are the Remaining 5 Challenges? 6 What is the Future?
01 WHAT IS A CONNECTED CAR? Page 3
THREE REASONS AUTOMAKERS ARE CONNECTING CARS Internet connectivity enables over- the-air updates. $35B in savings in 2022. Data generated from the vehicle indicates how efficiently the vehicle is operating and driver usage. Automakers can leverage internet connections to cross sell products and services. Source: Business Intelligence Page 4
THE MAJORITY OF CARS WILL BE CONNECTED IN THE FUTURE Source: Business Intelligence Page 5
THE CONNECTED CAR REVOLUTION ENTAILS HIGHLY AUTONOMOUS DRIVING, DIGITAL SERVICES AND THE INTERIOR OF THE FUTURE. AUTOMATED DRIVING DIGITAL SERVICES INTERIOR OF THE FUTURE Page 6
02 WHAT ARE THE PROBLEMS? Page 7
FOUR DISRUPTIVE TECHNOLOGY-DRIVEN TRENDS… RADICALLY CHANGING THE MOBILITY INDUSTRY Untitled Source: McKinsey & Co. Page 18
In India, Morgan Stanley estimates that MOBILITY MODES ARE RAPIDLY CHANGING shared-mobility players such as Uber and Olacabs will buy 16% of new cars sold in 2030 — up from 3% in 2015. Source: McKinsey & Co. Page 9
DATA SERVICES ARE BECOMING A ‘MUST HAVE’ Source: McKinsey & Co. Page 10
03 HOW CAN BIG DATA AND MACHINE LEARNING HELP Page 11
FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS. FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS CLOUD BIG DATA & PERSONAL THE INTERNET PREDICTIVE SMART OF THINGS ANALYTICS DEVICES INFORMATION INTELLIGENCE ACCESS INTEGRATION Page 12
FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS. COLLECTING DATA Phone OBD-II adapter Car headunit Page 13
FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS. http://telematicsnews.info/2014/02/05/feature-what-is-the-realistic-value-of-automotive-big-data_f552/ Page 14
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MACHINE LEARNING DRIVES THE AUTONOMOUS CAR Page 16
MACHINE LEARNING HELPS TO AVOID HUMAN ERROR AND ACCIDENTS Page 17
MACHINE LEARNING HELPS TO CREATE EFFICIENT CAR POOLING Page 18
04 WHAT IS BMW DOING? Page 19
BMW CONNECTED – AVAILABLE IN THE USA SINCE MARCH 31 ST . Page 20
FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS. MACHINE LEARNING IN BMW CONNECTED Learn where your home and work locations are automatically Learn when and where you parked your car Learn destinations that you recently went Learn frequent routes that you take regularly Predict your trips and notify you when you should leave Page 21
FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS. LEARN YOUR PARKING, HOME AND PREDICTED DESTINATIONS User’s name User’s car Never be late again; stay informed in and outside of your car. With simple clicks, send an address from any app to your car. Map of user’s location and parking location Find parking near your final destination; get ‘last mile’ walking directions. Use your smart device of choice at home or work to manage your mobility. Learned home Send your estimated arrival time with a few clicks while driving. Predicted trip Control your vehicle remotely. Get intelligent, personalized info and suggestions based on your behavior Page 22
FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS. LEARN YOUR FREQUENT, RECENT, WORK AND PARKING LOCATIONS Learned work Never be late again; stay informed in and outside of your car. User’s location Frequent With simple clicks, send an address from any app to your car. destinations Parking location Find parking near your final destination; get ‘last mile’ walking directions. Use your smart device of choice at home or work to manage your mobility. Send your estimated arrival time with a few clicks while driving. Control your vehicle remotely. Recent destinations Get intelligent, personalized info and suggestions based on your behavior Page 23
FOUR MAIN PILLARS DRIVE THE DIGITAL TRANSFORMATION PROCESS. LEARN YOUR TYPICAL ARRIVAL TIMES FOR A LEARNED DESTINATION Estimated predicted arrival Estimated time to Grand predicted Palace Chinese arrival restaurant times to Home Page 24
FOUR MAIN PILLA: WHOERS DRIVE THE DIGITAL TRANSFORMATION ENSURING USER PRIVACY PROCESS. Page 25
05 WHAT ARE THE REMAINING CHALLENGES? Page 26
FOUR MAIN PILLA: WHOERS DRIVE THE DIGITAL TRANSFORMATION ENSURING USER AND CAR SECURITY PROCESS. Page 27
FOUR MAIN PILLA: WHOERS DRIVE THE DIGITAL TRAFORMATION INTEGRATE THE CONNECTED CAR TO YOUR DAILY LIFE PROCESS. https://youtu.be/JuaiCf6MHa0 Page 28
MACHINE LEARNING – COMING TO A BMW NEAR YOU
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