AI Platform - bobbae/gcp GitHub Wiki

Google's Vertex AI is a unified AI platform that brings Google AutoML and Google AI Platform together into a unified API, client library, and user interface.

The Google AI Platform provides integrated tool chain that helps you build and run your own machine learning applications.

Google Document AI platform uses machine learning to automatically classify, extract, and enrich data within your documents to unlock insights.

Google Contact Center AI helps users detect and visualize patterns in their contact center data. Understanding conversational data drives business value, improves operational efficiency, and provides a voice for customer feedback.

Google AI and ML Products & Solutions

https://cloud.google.com/products/ai

https://cloud.google.com/solutions/ai

API Platform Training

https://cloud.google.com/ai-platform/training/docs

AI Platform Deep Learning VM Images

Deep Learning VM images are Debian 9- and Debian 10-based Compute Engine virtual machine images optimized for data science and machine learning tasks. All images come with key ML frameworks and tools pre-installed, and can be used out of the box on instances with GPUs to accelerate your data processing tasks.

https://www.youtube.com/watch?v=kyNbYCHFCSw

AI Platform Jupyter Notebooks

AI Platform Jupyter Notebooks make it easy to manage JupyterLab instances through a protected, publicly available notebook instance URL. A JupyterLab instance is a Deep Learning virtual machine instance with the latest machine learning and data science libraries pre-installed.

https://www.youtube.com/watch?v=Eu57QKNHaiY

AI Platform Deep Learning Containers

Deep Learning Containers are a set of Docker containers with key data science frameworks, libraries, and tools pre-installed.

https://www.youtube.com/watch?v=h_BpDOdTX7Y

AI Platform Pipelines

AI Platform Pipelines makes it easier to get started with MLOps by saving you the difficulty of setting up Kubeflow Pipelines with TensorFlow Extended (TFX).

https://www.youtube.com/watch?v=MUtsIaQuiRw

Tutorials

https://cloud.google.com/vertex-ai/docs/tutorials

Build a reinforcement learning recommendation application using Vertex AI

https://cloud.google.com/blog/topics/developers-practitioners/build-reinforcement-learning-recommendation-application-using-vertex-ai

Using GPU for faster distributed training

https://cloud.google.com/blog/products/ai-machine-learning/faster-distributed-training-with-google-clouds-reduction-server