PRIMO.ai

Overview

• Current State
• Industries
• Journey to Singularity

Models

• Deep Learning Roadmap
• Deep Neural Networks
• Convolutional Neural Networks
• Generative Adversarial Networks (GANs)
• Sequence to Sequence (Seq2Seq)
  • Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)
  • Autoencoders / Encoder-Decoders
  • Attention Models

Techniques & Coding

• Data Preprocessing & Feature Exploration
• Activation Mechanisms
• Backpropagation
• Hyperparameters
• Competitions
• Repositories
• Python

Frameworks

• Frameworks Overview
• Caffe
• Caffe2
• Chainer
• Cognitive Toolkit (CNTK)
• gluon
• Keras
• MXNet
• Neon
• theano
• PyTorch
• Other Frameworks

TensorFlow

• TensorFlow Tutorials
• TensorFlow.js
• TensorBoard

Platforms: Machine Learning as a Service (MLaaS)

• Service Capabilities
• Other Platforms

Amazon AWS

• AWS with TensorFlow
• SageMaker
• AmazonML

Microsoft Azure

• Azure Process
• Azure with TensorFlow
• ML Studio
• Cognitive Services

Google Cloud AI

• Google Cloud AI With TensorFlow
• ML Engine
• Prediction API

Research & Development

• Self Learning
• Explainable Artificial Intelligence
• Capsule Networks (CapNets)
• Messaging & Routing
• Deep Distributed Q Network Partial Observability
• Deep Reinforcement Learning
• Genetic Algorithms
• Natural Language Inference (NLI) and Recognizing Textual Entailment (RTE)

Other

• Courses
• History of AI
• Creatives
• The Deep Learning AI Playbook: Strategy for Disruptive Artificial Intelligence | Carlos E Perez
• Business-Centric Methodology
• Getting Started