Google

YouTube search... ...Google search

• Tools and Resources
• Platforms: Machine Learning as a Service (MLaaS)
  • Colaboratory (Colab) - Jupyter notebooks
    • Google Developers Codelabs
  • Hands-on labs
• TensorFlow
  • TensorBoard ...TensorFlow's visualization toolkit
  • TensorFlow Hub is a library for reusable machine learning modules that you can use to speed up the process of training your model. A TensorFlow module is a reusable piece of a TensorFlow graph. With transfer learning, you can use TensorFlow modules to preprocess input feature vectors, or you can incorporate a TensorFlow module into your model as a trainable layer. This can help you train your model faster, using a smaller dataset, while improving generalization.
• Natural Language:
  • Language Interpretability Tool (LIT) | Google - GitHub
    • Google open-sources LIT, a toolset for evaluating natural language models | Kyle Wiggers - VentureBeat
  • Google Natural Language
  • Google Semantic Reactor
  • Bidirectional Encoder Representations from Transformers (BERT)
  • Gboard on Pixel phones now uses an on-device neural network for speech recognition | Kyle Wiggers - VentureBeat
  • Universal Sentence Encoder lite a model that encodes text into 512-dimensional embeddings. These embeddings can then be used as inputs to natural language processing tasks such as sentiment classification and textual similarity analysis. This module is a TensorFlow.js
• AI Platform
  • All 29 AI announcements from Google Next ‘19: the smartest laundry list
  • Google launches AI Platform, a collaborative model-making tool for data scientists | Khari Johnson - VentureBeat
• AI Hub - explore and use a variety of AI asset categories. AI Hub offers a collection of components for developers and data scientists building artificial intelligence (AI) systems. Use AI Hub to: [1] Find, deploy, and use Kubeflow Pipelines and components, [2] explore code and learn in interactive Jupyter notebooks, [3] explore and reuse TensorFlow modules, Explore, deploy, and use trained models, [4] use prepackaged virtual machine (VM) images to quickly set up your AI environment, and [5] share AI components with your colleagues.
• Kubeflow Pipelines ML workflows on Kubernetes
• Google AutoML
  • Cloud Vision
  • Cloud Vision API - drag & drop picture on webpage
• Automated Machine Learning (AML) - AutoML
• We’re making tools and resources available so that anyone can use technology to solve problems | Google AI
• Dopamine - reinforcement learning algorithms
• Google AI Experiments
• ML Engine
• Prediction API
• Grow with Google
• Learn from ML experts at Google
• Google Internet of Things (IoT)
• Psychlab ...testing virtual agents in 3D environments
• Deep Reinforcement Learning (DRL) ...Importance Weighted Actor-Learner Architecture (IMPALA)
• Google AIY Projects Program ... connect Vision or Voice Kit to a Wi-Fi network right from mobile device
• Android Neural Networks API ...machine learning on Android devices
• Big\Table ...designed with a storage engine for machine learning applications leading to better predictions
• Pub/Sub ...messaging and ingestion for event-driven systems and streaming analytics.
• BiqQuery ML (BQML) ...enables users to create and execute machine learning models in BigQuery by using standard SQL queries.
• Firebase ...mobile and web functionality like analytics, databases, messaging and crash reporting
• DialogFlow ...creating conversational AI applications, including chatbots, voicebots, and IVR bots
• Google Analytics ...measure your web traffic
• Teachable Machine ...train a computer to recognize your own images, sounds, & poses
• Google Coral ...toolkit to build products with local AI. Our on-device inferencing capabilities
• Google Sheets ...access, create, and edit your spreadsheets wherever you go — from your phone, tablet, or computer
• Google Facets ...contains two robust visualizations to aid in understanding and analyzing machine learning datasets
• Google Cloud
  • Google Cloud Code and Google Kubernetes Engine (GKE)
• DeepMind - Open Source
  • Google DeepMind AlphaGo Zero
  • Google DeepMind AlphaStar
  • Protein Folding & Discovery ...Google DeepMind AlphaFold
• People + AI Research (PAIR) ... devoted to advancing the research and design of people-centric AI systems.

The Path From Cloud AutoML to Custom Model (Cloud Next '19)

by Sara Robinson