Difference between revisions of "Meteos"

Revision as of 02:22, 29 November 2016

Meteos (Machine Learning as a Service)

Meteos is Machine Learning as a Service (MLaaS) in Apache Spark.

Meteos allows users to analyze huge amount of data and predict a value by data mining and machine learning algorithms. Meteos create a workspace of Machine Learning via sahara spark plugin and manage some resources and jobs regarding Machine Learning.

Projects

Meteos

Source code	https://github.com/openstack/meteos
Bug tracker	https://bugs.launchpad.net/meteos
Feature tracker	https://blueprints.launchpad.net/meteos

Python Meteos Client

Source code	https://github.com/openstack/python-meteosclient
Bug tracker	https://bugs.launchpad.net/python-meteosclient
Feature tracker	https://blueprints.launchpad.net/python-meteosclient

Getting Started with Meteos

Instructions for getting started with Meteos using Devstack are available at: Meteos on Devstack

Design & Use Cases

Meteos Architecture

Meteos Use Cases

Meteos Resources

Meteos Prediction Models

API

Meteos API

Examples

Predict Sales by using LinearRegression Model

Predict Victory or Defeat by using LogisticRegression Model

Make a Decision by using DecisionTree Model

Clustering User Preferences by using Kmeans Model

Recommend Movie by using Recommendation Model

@@ Line 61: / Line 61: @@
 * [[Meteos/ExampleRecommend| Recommend Movie by using Recommendation Model]]
-== API (TBD) ==
-=== Experiment Template ===
-* Create Experiment Template
-** POST /v1/<tenant_id>/templates
-* List Experiment Templates
-** GET /v1/<tenant_id>/templates
-* Show Experiment Template
-** GET /v1/<tenant_id>/templates/<template_id>
-* Update Experiment Template
-** PUT /v1/<tenant_id>/templates
-* Delete Experiment Template
-** DELETE /v1/<tenant_id>/templates/<template_id>
-=== Experiment ===
-* Create Experiment
-** POST /v1/<tenant_id>/experiments
-* List Experiments
-** GET /v1/<tenant_id>/experiments
-* Show Experiment
-** GET /v1/<tenant_id>/experiments/<experiment_id>
-* Update Experiment
-** PUT /v1/<tenant_id>/experiments
-* Delete Experiment
-** DELETE /v1/<tenant_id>/experiments/<experiment_id>
-=== Data Set ===
-* Create Data Set
-** POST /v1/<tenant_id>/datasets
-* List Data Sets
-** GET /v1/<tenant_id>/datasets
-* Show Data Sets
-** GET /v1/<tenant_id>/datasets/<dataset_id>
-* Update Data Set
-** PUT /v1/<tenant_id>/datasets
-* Delete Data Set
-** DELETE /v1/<tenant_id>/datasets/<dataset_id>
-==== Data Set Actions====
-* Export Data Set to Object Storage
-** POST /v1/<tenant_id>/datasets/<dataset_id>/action
-*** BODY {"export"}
-=== Prediction Model ===
-* Create Prediction Model
-** POST /v1/<tenant_id>/models
-* List Prediction Models
-** GET /v1/<tenant_id>/models
-* Show Model
-** GET /v1/<tenant_id>/models/<moded_id>
-* Update Model
-** PUT /v1/<tenant_id>/models
-* Delete Model
-** DELETE /v1/<tenant_id>/models/<model_id>
-==== Prediction Model Actions====
-* Export Prediction Model to Object Storage
-** POST /v1/<tenant_id>/models/<model_id>/action
-*** BODY {"export"}
-=== Learning Job ===
-* Create Learning Job
-** POST /v1/<tenant_id>/jobs
-* List Learning Jobs
-** GET /v1/<tenant_id>/jobs
-* Show Learning Job
-** GET /v1/<tenant_id>/jobs/<job_id>
-* Delete Learning Job
-** DELETE/v1/<tenant_id>/jobs/<job_id>