Ai and mobile - Power in Your Pocket

Ai and mobile - Power in Your Pocket

• 1.
  AI and Mobile: Powerin Your Pocket Stephen Vance Mobile Tea January 30, 2018
• 2.
  2
• 3.
  3
• 4.
  What are AIand ML? • Artificial Intelligence, Machine Learning, and “Big Data” • Techniques, Data, Features • Linear Algebra, Probability, Information Theory, Numerical Methods, Optimization, Curve Fitting, Neural Networks, etc. • Learning, Models, Predictions • Unsupervised, Supervised 4
• 5.
  AI Applications • OpticalCharacter Recognition (no longer) • Speech recognition (mainstream) • Machine vision (becoming commonplace) • Purchase prediction • Traffic routing • Medical diagnosis and public health 5
• 6.
  ML PaaS andOSS 6
• 7.
  Mobile ML Toolkits 7
• 8.
  Mobile ML Architectures Feature Extraction Training Characterization Anomaly Detection Models StreamingData Data Lake Server 8
• 9.
  Mobile ML Architectures Feature Extraction Training Characterization Anomaly Detection Models StreamingData Data Lake 9
• 10.
  Social Challenges • Databias • Historical data sets • Balanced representation • Unquestioning use • Not just “Can we?” • But “Should we?” • Privacy 10 Algorithmic Justice League
• 11.
  11 https://www.mabl.com To Be OnThe Waitlist For Deeper Involvement Talk to Me
• 12.
  Contact Me Stephen Vance http://www.vance.com [email protected] @StephenRVance srvanceon GitHub and LinkedIn 12
• 13.
  References • Actions onGoogle: https://developers.google.com/actions • Amazon Alexa: https://developer.amazon.com/alexa • Amazon Machine Learning: https://aws.amazon.com/machine-learning/ • Apple CoreML: https://developer.apple.com/machine-learning/ • Apple SiriKit: https://developer.apple.com/sirikit/ • Deep Learning: http://www.deeplearningbook.org/ • Facebook Caffe2: https://caffe2.ai/ • Google Cloud Machine Learning: https://cloud.google.com/ml-engine • IBM Watson: https://www.ibm.com/watson/ • MathWorks Machine Learning: https://www.mathworks.com/machinelearning • Microsoft Azure Machine Learning: https://azure.microsoft.com/en-us/services/ machine-learning • TensorFlow Lite: https://www.tensorflow.org/mobile/tflite/ 13