Tag: AI Platform

AI Platform Machine Learning Official Blog Vertex AI Nov. 22, 2021

Cloud Storage as a File System in AI Training - This blog post introduces the feature Cloud Storage FUSE to Vertex AI and AI Platform users. This feature enables the training jobs on these platforms to read and write the data on Cloud Storage via a mounted file system.

AI Platform Cloud Resource Manager Data Science Jupyter Notebook Aug. 30, 2021

Managing Scripts on AI Platform with GCP Cloud Source Repository - A tutorial to share the steps to manage and share scripts via GCP Cloud Source Repository.

AI Platform Vertex AI June 14, 2021

Getting model predictions from Vertex AI and how it compares to AI Platform - The article focuses on how to deploy models, get predictions and how this way of working compares to the workflow on the soon-to-be-outdated AI Platform.

AI Platform Machine Learning Vertex AI June 7, 2021

Vertex AI - does it live up to the MLOps hype? - On overview of Vertex AI in the context of MLOps.

AI Platform Machine Learning Vertex AI May 24, 2021

Giving Vertex AI, the New Unified ML Platform on Google Cloud, a Spin - An overview of Vertex AI platform.

AI Platform Machine Learning May 10, 2021

Serverless Prediction at Scale: Custom Model Deployment on Google Cloud AI Platform - Deploying a real-world custom healthcare model to Google Cloud AI Platform, exposing the model as a secure REST API, and verify the model’s scalability with load testing.

AI Platform Cloud Composer Machine Learning April 25, 2021

Hyperparameter Tuning on AI Platform using Cloud Composer - Adding support in Airflow for the Hyperparameter Tuning feature of Google Cloud’s AI Platform.

AI Platform Official Blog April 12, 2021

Cook up your own ML recipes with AI Platform - Learn about Mars Wrigley’s new ML-inspired recipe experiment on Google Cloud and how you can get started with your own.

AI Platform Serverless April 5, 2021

Serving FastAI models with Google Cloud AI Platform - Deployment and the serving of FastAI models at scale on AI Platform.

AI Platform Data Science Machine Learning March 29, 2021

How to train and deploy a Vaex model pipeline on Google Cloud Platform - No-pipeline deployments with Vaex.

AI Platform Machine Learning March 15, 2021

Choosing a machine type on Google AI Platform for training object detection models - Selecting the correct number of machine types for training jobs on AI Platform.

AI Platform AI Platform Notebooks Cloud Natural Language API March 8, 2021

Analysing News Article Content with Google Cloud Natural Language API - This article explains how to do named entity recognition and sentiment analysis using Google Cloud Natural Language and AI Platform Notebooks.

AI AI Platform Machine Learning Python March 1, 2021

Training PyTorch Transformers on GCP AI Platform - How to use highly popular ML framework PyTorch on AI Platform Training.

AI Platform Machine Learning March 1, 2021

XGBoost deployment on GCP with Google AI Platform - Reducing the gap between a PoC and an integrated solution for binary classification.

AI Platform Data Analytics GPU Official Blog March 1, 2021

Scale model training in minutes with RAPIDS + Dask and NVIDIA GPUs on AI Platform - Scale model training from 10 GB to 640 GB in minutes with RAPIDS + Dask and NVIDIA GPUs on AI Platform.

AI Platform Data Science Machine Learning Feb. 15, 2021

Deploy a Machine Learning model on Google AI Platform - How to easily create a cloud service to query your trained ML model.

AI Platform Cloud Build Machine Learning Feb. 1, 2021

Training Julia ML model in GCP - Running Julia training module on AI Platform.

AI Platform Machine Learning TPU Jan. 11, 2021

Running PyTorch with TPUs on GCP AI Platform Training - Using TPUs in PyTorch on AI Platform.

AI Platform AI Platform Notebooks Jupyter Notebook Python Dec. 28, 2020

AI Platform Notebooks “headless” training - This article focuses on two approaches to running your training in a headless manner.

AI Platform GPU TensorFlow Dec. 14, 2020

Getting Started with Distributed TensorFlow on GCP - In this tutorial-style article, you’ll get hands-on experience with GCP data science tools and train a TensorFlow model across multiple GPUs. You’ll also learn key terminology in the field of distributed training, such as data parallelism, synchronous training, and AllReduce.

AI Platform GCP Certification Machine Learning TensorFlow Nov. 30, 2020

Google Professional Machine Learning Engineer Exam: What to Expect - Sharing experience of preparing and taking Machine Learning certificate exam.

AI Platform Data Science Machine Learning Nov. 30, 2020

Google Cloud AI Platform: Human Data labeling-as-a-Service Part 2 - Exploring Google’s (human) Data Labelling Service for Advanced Video Labelling.

AI Platform Cloud AutoML Data Science Kaggle Nov. 30, 2020

Kaggle: Man vs Machine - Using AI Platform to identify healthy plants in Kaggle competition.

AI AI Platform Data Science Nov. 22, 2020

Google Cloud AI Platform Unified - Launched on 16 Nov 2020, AI Platform Unified caught us by surprise. Learn exactly what’s been “unified”.

AI Platform TensorFlow Nov. 16, 2020

Multi-worker distributed Tensorflow training on Google Cloud AI Platform - An introduction on leveraging the ease and power of Tensorflow and Google Cloud.

AI Platform Data Analytics Machine Learning Official Blog Serverless Nov. 2, 2020

Using remote and event-triggered AI Platform Pipelines - Setting up remote and event-triggered ML pipeline jobs on Google Cloud.

AI AI Platform GPU Machine Learning Nov. 2, 2020

Serving Machine Learning models in Google Cloud - This multi-part blog discusses common options for high-performance ML model inference in Google Cloud, when to use which, and introduces the new member of the AI Platform family: Custom Container Prediction.

AI Platform Machine Learning Oct. 26, 2020

A Beginner’s Guide to Painless ML on Google Cloud - Tips and tricks to get the most out of GCP AI tools.

AI Platform Machine Learning TensorFlow Oct. 19, 2020

How to create a concise image representation using machine learning - Designing and training an autoencoder on HRRR images in Keras.

AI Platform Cloud SQL Data Science Sept. 28, 2020

Accessing Cloud SQL Data from AI Platform using Python - This article talks about a workaround to access data in Cloud SQL DB from the AI Platform.

AI Platform Kubeflow Machine Learning Official Blog Sept. 28, 2020

Migrate your custom ML models to Google Cloud in 3 steps - How to migrate your custom ML models to Google Cloud in 3 steps using Kubeflow Pipelines.

AI Platform AI Platform Prediction GPU HPC Sept. 28, 2020

How to create a numeric calculation web service that autoscales on GPUs - Numeric-calculations-as-a-service by leveraging ML Infrastructure.

AI AI Platform Machine Learning Official Blog Sept. 7, 2020

TabNet on AI Platform: High-performance, Explainable Tabular Learning - TabNet combines the best of two worlds: it’s explainable (similar to simpler tree-based models) and high performance (similar to deep neural networks).

AI Platform Kubeflow Machine Learning TensorFlow Aug. 17, 2020

Part IV: Operationalize and Accelerate ML Process with Google Cloud AI Pipeline - Example of AI Platform Pipelines usage.

AI Platform Machine Learning TensorFlow Aug. 17, 2020

Develop, Train and Deploy TensorFlow Models using Google Cloud AI Platform - A practical workflow of TensorFlow model training and deploying.

AI Platform Machine Learning July 27, 2020

Model Training using Google Cloud AI Platform — Custom Containers - Creating a custom container to train ML model on the AI platform.

AI Platform AI Platform Notebooks VPC July 27, 2020

Create AI Platform Notebooks Instance in Shared VPC without Service Availability - Handling issue with connection AI platform notebook instance and shared VPC.

AI Platform Machine Learning Python July 20, 2020

Model Training using Google Cloud AI Platform - This story demonstrates how to use AI Platform to train a simple classification model using scikit-learn framework.

AI Platform Data Science July 6, 2020

Using GCP’s AI Platform to Predict Customer Churn - Developing a classification model to address customer churn.

AI Platform Jupyter Notebook Machine Learning June 1, 2020

CatBoost on Google Cloud’s AI Platform w/ CPUs & GPUs - Running Catboos (OSS gradient boosting framework) on AI Platform.

AI Platform TensorFlow May 25, 2020

Using TensorFlow Extended (TFX) on AI Platform Pipelines

AI Platform Machine Learning May 18, 2020

YouTube-8M on AI Platform - The article goes through how to use AI Platform to train, evaluate and run predictions for the Youtube-8M dataset.

AI Platform Machine Learning May 4, 2020

Getting started with Hyperparameter Tuning with AI Platform on GCP - Intro to hyperparameters and how to use AI Platform to get the best set of hyperparameters.

AI Platform Machine Learning Python May 4, 2020

Baking with machine learning - Training an ML model to predict based on ingredients what kind of type food recipe is for.

AI Platform Machine Learning Official Blog May 4, 2020

Explaining model predictions on image data - A conceptual overview and technical deep dive into how XAI works on image data.

AI AI Platform April 13, 2020

AI Platform Optimizer - AI Platform Optimizer is a black-box optimization service that helps you tune hyperparameters in complex machine learning models.

AI Platform April 6, 2020

Distributed TensorFlow model training on Cloud AI Platform (TF Dev Summit '20)

AI Platform AI Platform Notebooks Data Science March 9, 2020

Reducing Startup Time For Notebooks With Custom Containers - Have you ever tried to use Cloud AI Platform Notebooks with huge containers?

AI AI Platform Official Blog March 2, 2020

Google named a Leader in the Gartner 2020 Magic Quadrant for Cloud AI Developer Services - Gartner recently named Google Cloud as a leader in its Gartner 2020 Magic Quadrant for Cloud AI Developer Services

AI Platform Data Science Docker Machine Learning Python March 2, 2020

Serverless machine learning using Docker - Running containers in Google AI Platform.

AI Platform Machine Learning March 2, 2020

How to deploy interpretable models on Google Cloud Platform - The article describes how to use Google Cloud's Explainable AI to deploy interpretable and inclusive machine learning models.

AI Platform Beginner Machine Learning March 2, 2020

How to deploy your own ML model to GCP in 5 simple steps. - Deploying non "Google-native" ML models built with sklearn or xboost on Google Cloud Platform.

AI Platform Cloud AutoML Official Blog Feb. 24, 2020

Explaining model predictions on structured data - A conceptual overview and technical deep dive into how XAI works on tabular data.

AI Platform Machine Learning TensorFlow Feb. 10, 2020

Explaining a fraud detection model with Cloud AI Platform - Codelab in which is used AI Platform Explanations to train and deploy a TensorFlow model for identifying fraudulent transactions.

AI Platform Machine Learning Python Feb. 3, 2020

Pipelines for production ML systems - You’ll see how to train a model using open-source components, deploy a model for serving, and create a pipeline for this workflow.

AI Platform Data Science Machine Learning Python Jan. 20, 2020

Using Scikit-learn on Google Cloud Platform - Training Scikit-learn models on GCP’s AI Platform.

AI Platform TensorFlow Jan. 20, 2020

Fraud detection with TensorFlow and Explainable AI - Building a model for fraud detection on financial data on AI Platform.

AI Platform Machine Learning Dec. 30, 2019

Scale Scikit-learn models at Google AI Platform - A guide of how to train and deploy scikit-learn models at scale at Google Cloud.

AI Platform BigQuery Cloud Dataflow Dec. 23, 2019

Pro tips for Google Cloud Dataflow & BigQuery - Sharing accumulated knowledge about BigQuery and Cloud Dataflow.

AI Platform Machine Learning Python Dec. 23, 2019

Deploy Keras model on GCP and making custom predictions via the AI Platform Training & Prediction API - This tutorial will show how to train a simple Keras model locally using Colab and then how to deploy this model to the AI Platform.

AI Platform GPU Machine Learning TensorFlow Dec. 16, 2019

AI Platform Prediction with Accelerators - Using NVIDIA's GPUs to train ML models on AI Platform.

AI Platform Machine Learning TensorFlow Dec. 16, 2019

Building ML pipelines for TensorFlow in Google Cloud AI Platform using MLflow - An end to end pipeline using MLflow and AI Platform.

AI Platform Data Science Machine Learning Python Nov. 25, 2019

Predicting Taxi fares in NYC using Google Cloud AI Platform (Billion + rows) Part 3 - The objective of this series of articles is to create a Machine Learning model that is able to estimate taxi fares in NYC before the ride commences.

AI Platform Machine Learning Oct. 21, 2019

Same Classifier, Different Cloud Platform — Part 3: Google Cloud - This blog post is part of a series of articles about training and deploying the exact same model on three different cloud platforms: AWS, Azure and GCP.

AI Platform Docker Serverless Oct. 6, 2019

How to run serverless batch jobs on Google Cloud - Use AI Platform for functions that take longer than a couple of minutes.