Unabridged AI/ML from Image/Text Recognition to Distributed AI/ML
through container orchestration and federated ML models
: A Silicon Valley perspective
Bhairav Mehta
3/15/2019
- Apple Inc.
Migration to Digital Economy
The Unicorn Club
Chip to AI transitionNo one wants to call themselves Chip Company
• Qualcomm: Platform company
• Intel: Data Company
• NVidia: Amplifying human Intelligence
Tribes of Machine Learning Algorithms
Machine Learning Modeling Process
Classification Model Comparisons
Nearest Neighbor Linear SVM RBF SVM Gaussian Proc Decision Tree Random Forest Neural Nets Ada Boost Naïve BayesInput data
Santiago Ramon 1899
Fruit-fly Neuron
2007Stacked Auto-encoders
2014GAN
Hinton Bengio
Lecun Goodfellow
Vapnik
Enabling Factors
Impact of Computer Vision
Convolution Neural Networks
Imagenet Networks and accuracy
Region proposal based CNN (R-CNN)
Text Classification and Natural Language Processing
Pre-trained models and Transfer Learning• Pre-trained models and transfer learning are used to reduce training time.
• State of the art pre-trained models give better predictions
Container Orchestration for AI/ML modelsKubernetes container orchestration tools are used to deploy models across platforms for training and implementation
Case for Federated Learning
Case for Federated Learning
Thank You!