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The Business of Autonomous Vehicle Data
BONUS: 30 min 1:1 mentoring with Sudha Jamthe! Apply course learning to your career/business
30 1:1 mentoring session with Sudha Jamthe to meet your course goals
AV Open Datasets and Perception References (Technical)
Bosch Traffic Dataset - Small image vision dataset
Berkeley BDD100K DataSet for hetrogenous multitask learning
Apolloscape Dataset from Baidu & University of Peking
Oxford Dataset - UK Roads, good example of dataset variety
AV Perception: Steering Angle Detection a unique approach
Wk1: Understanding What is Autonomous Vehicle Data & its business implications
Live Class Session 1: Business of AV Data and Understanding Data and AI in the Car
Live Session 1 Companion Deck: Data in the CAV
Ghost AI by Igor Tryndin (AV Engg and Student alum)
Deep learning to understand pedastrian's intent
Wk2: Data Disintermediation in Car Business
Live Session 2: Value from Data & Business Models (60:00)
Companion Deck to Live Class Session 2- Value from Data Business Models
Wk3: Business Model Development Using Data and AI in the Car
Live Class Session 3: Creating business models from data disintermediation
Companion Deck to Live Class Session 3 - Data Disintermediation Business Models
AI in the Car - Inference Model from Vuforia (video snippet) (2:09)
Reading Ref Material: Monetizing car data (by McKinsey & Company)
Wk4: Learning AV Company Offerings in the Ecosystem
Live Session 4 - Learning to identify an AV company offering from news - A case study (71:23)
Ref material: Market size Connected Transportation Spectrum startups and funding,
Ref Material: What we learnt from AV Disengagements chapter from 2030 Driverless World book
Wk5: Digitization of the Automotive Value Chain
Live Session: Digital Twins - Understanding data use cases and micro-service architecture (Volvo case study)
Companion Deck to Live Class Session 5 - Digital Twins Data and Microservices
Data Business Framework for Connected and Autonomous Vehicles
Wk6: Digital Twins - Cost of Data and Building a business case & Solutions Architecture
Companion chat to session 6 Digital Twins Architecture
DigitalTwins Architecture for Connected Vehicle Business Applications (64:46)
Extra Week: Wk7: Cost of Data for Digital Twins in ADAS and Connected Fleets
Session 7: Live Session - Cost of Data in Connected Vehicles (Tied to pricing services) (51:55)
Companion Deck to Extra Class Session 7: Cost of Capital of Digital Twins/ADAS in Connected Vehicles
Companion chat to Session 7 Final AV Data Class
Connected and AV Ecosystem Leadership Landscape Slide from Session 7 Final class
Apolloscape Dataset from Baidu & University of Peking
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