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wad oci data science
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Copyright (c) 2021 Oracle and/or its affiliates.
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The Universal Permissive License (UPL), Version 1.0
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Subject to the condition set forth below, permission is hereby granted to any
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person obtaining a copy of this software, associated documentation and/or data
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(collectively the "Software"), free of charge and under any and all copyright
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rights in the Software, and any and all patent rights owned or freely
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licensable by each licensor hereunder covering either (i) the unmodified
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Software as contributed to or provided by such licensor, or (ii) the Larger
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Works (as defined below), to deal in both
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(a) the Software, and
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(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if
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one is included with the Software (each a "Larger Work" to which the Software
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is contributed by such licensors),
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without restriction, including without limitation the rights to copy, create
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derivative works of, display, perform, and distribute the Software and make,
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use, sell, offer for sale, import, export, have made, and have sold the
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Software and the Larger Work(s), and to sublicense the foregoing rights on
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either these or other terms.
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This license is subject to the following condition:
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The above copyright notice and either this complete permission notice or at
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a minimum a reference to the UPL must be included in all copies or
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substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NON INFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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# Stand-alone Data Science - Solution Definition
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This repository contains a Machine Learning project based on the Oracle Cloud Infrastructure Data Science service, reference architecture, useful links, and a workload deployment template. The intent is to equip the Partner/Managed Service Provider/Consultant with the necessary tools and resources so that they can confidently lift and shift or migrate or deploy a green field Machine Learning project into Oracle Cloud Infrastructure (OCI). The document covers :
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- data refinery with OCI Data Integration,
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- data warehousing with the Autonomous Data Warehouse,
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- data stagging layer with OCI Object Storage,
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- analytics with Oracle Analytics Cloud,
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- and data science with OCI Data Science.
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__Note:__ This is a living document. We will make changes and enhance this as and when needed.
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## When to use this asset?
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Any Oracle Partner/Service Provider/Consultant working on a data platform that includes an OCI Data Science project deployment to OCI should find this useful.
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## Instructions for utilizing this asset
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We recommend that you use the current 'stand-alone-data-science' as a template for any green field or migration project. This architecture document showcases the best practices. It includes the source 'Draw.IO' file which includes all the diagrams specified in the document as well as some additional diagrams which you might find useful. We have provided the DRAW.IO file so that you can use them as design patterns and modify them as per your project requirements.
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## Conclusion
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We hope that you will find the architecture document to be a helpful guide for any data platform which includes data science aspects with an OCI Data Science and data platform project. We encourage everyone to provide feedback so that we can further improve our assets.

data-platform/analytical-data-platform-lakehouse/workload-architecture-documents/stand-alone-oci-data-science/files/DataScience_WAD-v1.3.md

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data-platform/analytical-data-platform-lakehouse/workload-architecture-documents/stand-alone-oci-data-science/files/images/logical-architecture-v1.drawio

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