PRIMO.ai

Overview

• How do I leverage AI?
  • Courses
• History of AI
• Current State
  • Case Studies
  • Capabilities
• Journey to Singularity
• Creatives

Models

• Roadmap for Your Journey

Basis

• Support Vector Machine
• Perceptron
• Artificial Neural Networks (ANN)
• Deep Neural Networks (DNN)

Supervised

Convolutional

• Convolutional Neural Networks (CNN)
  • Residual Neural Networks (ResNet)

Sequence

• Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)
• Attention Model
• Sequence to Sequence (Seq2Seq)

Unsupervised: Non-Probabilistic

• Autoencoder
• Stacked de-noising autoencoders
• Sparse Autoencoder

Unsupervised: Probabilistic/Generative

• Restricted Boltzmann Machine (RBM)
• Variational Autoencoder
• Generative Adversarial Networks (GANs)

Reinforcement

• Deep Reinforcement Learning

Other Models

• Energy-based Model (EBN)
• Autoencoders / Encoder-Decoders

Techniques & Coding

• Data Preprocessing & Feature Exploration
• Activation Functions
• Optimizers
  • Backpropagation
  • Gradient Descent Optimization & Challenges
  • Parameter Initialization
• Pooling
• Hyperparameters
• Visualization
• Transfer Learning
• Competitions
• Repositories
• Python

Frameworks

• Frameworks Overview

TensorFlow

• TensorFlow
• TensorFlow.js
• TensorBoard
• Playground
• TensorFlow Serving

Other DL Frameworks

• Caffe / Caffe2
• Cognitive Toolkit (CNTK)
• gluon
• Keras
• MXNet
• theano
• PyTorch
• More Frameworks

Platforms: Machine Learning as a Service (MLaaS)

• Service Capabilities
• Other Platforms

Amazon AWS

• AWS with TensorFlow
• AmazonML
• Deep Learning Amazon Machine Image (DLAMI)
• DeepLens - deep learning enabled video camera

Microsoft Azure

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

Google Cloud AI

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

Research & Development

• Self Learning Artificial Intelligence
• Explainable Artificial Intelligence
• Differentiable Neural Computer (DNC)
• Capsule Networks (CapNets)
• Generative Agents
• Messaging & Routing
• Deep Distributed Q Network Partial Observability
• Genetic Algorithms
• Natural Language Inference (NLI) and Recognizing Textual Entailment (RTE)
• 3D Simulation Environments
• Other Challenges

Other

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