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Scientists meet Entrepreneurs - AI & Machine Learning, Kristjan Korjus, Starship

Scientists meet Entrepreneurs - AI & Machine Learning, Kristjan Korjus, Starship

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Scientists meet Entrepreneurs - AI & Machine Learning, Kristjan Korjus, Starship

  1. 1. Data SCIENCE in the industry: Machine Learning Continuum & Data as a Specification & Peer-reviewed analysis Kristjan Korjus Head of Data kristjan.korjus@starship.co @kristjankorjus
  2. 2. Delivery Robots are a reality today
  3. 3. 280,000+ KMs travelled as a fleet 25,000+ deliveries completed
  4. 4. OUTDOOR PODS AND BATTERY SWAPPING STATIONS
  5. 5. Introducing the world’s first robot delivery service
  6. 6. Cafeteria Food Deliveries Meals and Snacks Cold and hot beverages Grocery Stores Everyday essentials and top-up shopping Package Shuttle Postal package transit IT and inter-office shuttle USE-CASES IN SERVICE AREAS
  7. 7. Machine Learning Continuum
  8. 8. STEP 0: AD-HOC ALGORITHM STEP 1: TESTCASES + AUTOMATED SCORING STEP 2: AUTOMATIC PARAMETER OPTIMISATION STEP 3: PROPER MACHINE LEARNING STEP 4: DEEP NEURAL NETWORKS
  9. 9. STEP 0: AD-HOC ALGORITHM STEP 1: TESTCASES + AUTOMATED SCORING STEP 2: AUTOMATIC PARAMETER OPTIMISATION STEP 3: PROPER MACHINE LEARNING STEP 4: DEEP NEURAL NETWORKS
  10. 10. 13
  11. 11. It’s almost always a machine learning continuum
  12. 12. Solving complex problems that don't have a well defined solution space
  13. 13. Data as a Specification
  14. 14. Use case: Three years ago, we understood that we need to make robots 1000x safer for the business to be viable
  15. 15. Solution: Make robots 2x safer 10 times. Use the data as a guiding principle in every step.
  16. 16. Change the operating principles
  17. 17. Software engineering 1.0 i.e. write some code
  18. 18. Software engineering 2.0 i.e. machine learning
  19. 19. Change or add hardware
  20. 20. Or even change the law of the country
  21. 21. Data as a specification manifesto will be published soon
  22. 22. Peer-reviewed analysis
  23. 23. Data SCIENCE in the industry: Machine Learning Continuum & Data as a Specification & Peer-reviewed analysis Thank you! North Star AI -20% code: Dataisthenewoil2019 Kristjan Korjus Head of Data kristjan.korjus@starship.co @kristjankorjus

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