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!